In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
#data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
data_dir = '/input'
"""
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"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 50
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
/usr/local/lib/python3.5/site-packages/matplotlib/font_manager.py:280: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment. 'Matplotlib is building the font cache using fc-list. '
<matplotlib.image.AxesImage at 0x7f092fb158d0>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 50
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f092fa39860>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.1.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
inputs_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='inputs_real')
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='inputs_z')
learning_rate = tf.placeholder(tf.float32, name='learning_rate')
return (inputs_real, inputs_z, learning_rate)
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False, alpha=0.2, keep_prob=1):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
with (tf.variable_scope('discriminator', reuse=reuse)):
# Input layer is 28x28x3
x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
relu1 = tf.maximum(alpha * x1, x1)
# 14x14x64
x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same')
drop2 = tf.nn.dropout(x2, keep_prob)
bn2 = tf.layers.batch_normalization(drop2, training=True)
relu2 = tf.maximum(alpha * bn2, bn2)
# 7x7x128
x3 = tf.layers.conv2d(relu2, 256, 5, strides=1, padding='same')
drop3 = tf.nn.dropout(x3, keep_prob)
bn3 = tf.layers.batch_normalization(drop3, training=True)
relu3 = tf.maximum(alpha * bn3, bn3)
# 7x7x256
# Flatten it
flat = tf.reshape(relu3, (-1, 7*7*256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return (out, logits)
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True, alpha=0.2):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
with (tf.variable_scope('generator', reuse=not is_train)):
# First fully connected layer
x1 = tf.layers.dense(z, 7*7*512)
# Reshape it to start the convolutional stack
x1 = tf.reshape(x1, (-1, 7, 7, 512))
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(alpha * x1, x1)
# 7x7x512 now
x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=2, padding='same')
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(alpha * x2, x2)
# 14x14x256 now
x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same')
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = tf.maximum(alpha * x3, x3)
# 28x28x128 now
# Output layer
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=1, padding='same')
# 28x28x3 now
out = tf.tanh(logits)
return out
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim, alpha=0.2):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
g_model = generator(input_z, out_channel_dim, alpha=alpha)
d_model_real, d_logits_real = discriminator(input_real, alpha=alpha)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True, alpha=alpha)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
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"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train \
.AdamOptimizer(learning_rate, beta1=beta1) \
.minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train \
.AdamOptimizer(learning_rate, beta1=beta1) \
.minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
#saver = tf.train.Saver()
image_width = data_shape[1]
image_height = data_shape[2]
image_channels = data_shape[3]
input_real, input_z, lr = model_inputs(image_width, image_height, image_channels, z_dim)
d_loss, g_loss = model_loss(input_real, input_z, image_channels, alpha=0.2)
d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
steps = 0
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
steps += 1
# Sample random noise for G
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
# Run optimizers
_ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z})
_ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images})
if steps % 10 == 0:
# At the end of each epoch, get the losses and print them out
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z, input_real: batch_images})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
if steps % 100 == 0:
show_generator_output(sess, 16, input_z, image_channels, data_image_mode)
#saver.save(sess, './checkpoints/generator.ckpt')
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
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"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 1.0511... Generator Loss: 0.6482 Epoch 1/2... Discriminator Loss: 0.0580... Generator Loss: 4.1681 Epoch 1/2... Discriminator Loss: 5.3844... Generator Loss: 0.0067 Epoch 1/2... Discriminator Loss: 0.1765... Generator Loss: 3.4673 Epoch 1/2... Discriminator Loss: 3.6017... Generator Loss: 0.0783 Epoch 1/2... Discriminator Loss: 0.8012... Generator Loss: 1.2852 Epoch 1/2... Discriminator Loss: 1.1833... Generator Loss: 0.9899 Epoch 1/2... Discriminator Loss: 0.8326... Generator Loss: 1.0630 Epoch 1/2... Discriminator Loss: 0.8427... Generator Loss: 2.0986 Epoch 1/2... Discriminator Loss: 0.9614... Generator Loss: 0.6862
Epoch 1/2... Discriminator Loss: 0.4847... Generator Loss: 1.3224 Epoch 1/2... Discriminator Loss: 0.3575... Generator Loss: 2.0151 Epoch 1/2... Discriminator Loss: 0.2232... Generator Loss: 2.2824 Epoch 1/2... Discriminator Loss: 0.1606... Generator Loss: 2.4390 Epoch 1/2... Discriminator Loss: 0.1189... Generator Loss: 2.5581 Epoch 1/2... Discriminator Loss: 0.0543... Generator Loss: 3.9214 Epoch 1/2... Discriminator Loss: 0.0408... Generator Loss: 3.8089 Epoch 1/2... Discriminator Loss: 0.0617... Generator Loss: 3.3983 Epoch 1/2... Discriminator Loss: 0.0402... Generator Loss: 3.6362 Epoch 1/2... Discriminator Loss: 0.0394... Generator Loss: 3.5887
Epoch 1/2... Discriminator Loss: 0.0321... Generator Loss: 3.9815 Epoch 1/2... Discriminator Loss: 0.0766... Generator Loss: 2.9582 Epoch 1/2... Discriminator Loss: 0.0772... Generator Loss: 3.2861 Epoch 1/2... Discriminator Loss: 0.0607... Generator Loss: 3.1192 Epoch 1/2... Discriminator Loss: 0.0246... Generator Loss: 4.1905 Epoch 1/2... Discriminator Loss: 0.0433... Generator Loss: 3.8217 Epoch 1/2... Discriminator Loss: 0.0744... Generator Loss: 2.8679 Epoch 1/2... Discriminator Loss: 2.2185... Generator Loss: 0.3431 Epoch 1/2... Discriminator Loss: 0.1546... Generator Loss: 3.0189 Epoch 1/2... Discriminator Loss: 0.1439... Generator Loss: 2.3280
Epoch 1/2... Discriminator Loss: 0.1034... Generator Loss: 2.9082 Epoch 1/2... Discriminator Loss: 0.0317... Generator Loss: 6.2053 Epoch 1/2... Discriminator Loss: 0.0196... Generator Loss: 5.9068 Epoch 1/2... Discriminator Loss: 0.0967... Generator Loss: 2.6962 Epoch 1/2... Discriminator Loss: 4.4948... Generator Loss: 12.2707 Epoch 1/2... Discriminator Loss: 0.2607... Generator Loss: 3.7203 Epoch 1/2... Discriminator Loss: 0.1830... Generator Loss: 4.1057 Epoch 1/2... Discriminator Loss: 1.1565... Generator Loss: 0.5118 Epoch 1/2... Discriminator Loss: 0.1333... Generator Loss: 11.1048 Epoch 1/2... Discriminator Loss: 0.0366... Generator Loss: 8.9235
Epoch 1/2... Discriminator Loss: 0.0201... Generator Loss: 15.0410 Epoch 1/2... Discriminator Loss: 1.1524... Generator Loss: 0.6501 Epoch 1/2... Discriminator Loss: 0.5427... Generator Loss: 1.5165 Epoch 1/2... Discriminator Loss: 0.1928... Generator Loss: 3.5568 Epoch 1/2... Discriminator Loss: 1.3003... Generator Loss: 0.5384 Epoch 1/2... Discriminator Loss: 0.0230... Generator Loss: 5.8277 Epoch 1/2... Discriminator Loss: 0.0043... Generator Loss: 11.2324 Epoch 1/2... Discriminator Loss: 0.1172... Generator Loss: 3.6143 Epoch 1/2... Discriminator Loss: 0.2906... Generator Loss: 7.9551 Epoch 1/2... Discriminator Loss: 0.0602... Generator Loss: 7.3511
Epoch 1/2... Discriminator Loss: 0.6172... Generator Loss: 0.9735 Epoch 1/2... Discriminator Loss: 0.0266... Generator Loss: 8.0473 Epoch 1/2... Discriminator Loss: 0.2255... Generator Loss: 11.3277 Epoch 1/2... Discriminator Loss: 0.5699... Generator Loss: 1.7674 Epoch 1/2... Discriminator Loss: 0.0923... Generator Loss: 7.4856 Epoch 1/2... Discriminator Loss: 0.0326... Generator Loss: 6.6476 Epoch 1/2... Discriminator Loss: 0.5984... Generator Loss: 6.0027 Epoch 1/2... Discriminator Loss: 0.0212... Generator Loss: 6.0808 Epoch 1/2... Discriminator Loss: 1.1500... Generator Loss: 0.5593 Epoch 1/2... Discriminator Loss: 0.2744... Generator Loss: 2.2808
Epoch 1/2... Discriminator Loss: 0.1494... Generator Loss: 3.0293 Epoch 1/2... Discriminator Loss: 0.1306... Generator Loss: 3.8457 Epoch 1/2... Discriminator Loss: 2.2580... Generator Loss: 8.7079 Epoch 1/2... Discriminator Loss: 1.2393... Generator Loss: 0.4766 Epoch 1/2... Discriminator Loss: 0.4668... Generator Loss: 1.4021 Epoch 1/2... Discriminator Loss: 0.2418... Generator Loss: 2.0790 Epoch 1/2... Discriminator Loss: 0.0351... Generator Loss: 6.5805 Epoch 1/2... Discriminator Loss: 0.2131... Generator Loss: 10.2824 Epoch 1/2... Discriminator Loss: 0.1146... Generator Loss: 6.0870 Epoch 1/2... Discriminator Loss: 1.5897... Generator Loss: 0.3181
Epoch 1/2... Discriminator Loss: 0.0344... Generator Loss: 8.0379 Epoch 1/2... Discriminator Loss: 0.0193... Generator Loss: 9.8849 Epoch 1/2... Discriminator Loss: 0.2321... Generator Loss: 9.6907 Epoch 1/2... Discriminator Loss: 0.0264... Generator Loss: 9.0274 Epoch 1/2... Discriminator Loss: 0.0395... Generator Loss: 5.5007 Epoch 1/2... Discriminator Loss: 0.1146... Generator Loss: 5.4601 Epoch 1/2... Discriminator Loss: 0.3030... Generator Loss: 1.9188 Epoch 1/2... Discriminator Loss: 0.1144... Generator Loss: 3.1901 Epoch 1/2... Discriminator Loss: 0.0301... Generator Loss: 6.1403 Epoch 1/2... Discriminator Loss: 0.0230... Generator Loss: 6.5453
Epoch 1/2... Discriminator Loss: 0.2181... Generator Loss: 6.5260 Epoch 1/2... Discriminator Loss: 0.2245... Generator Loss: 2.7372 Epoch 1/2... Discriminator Loss: 0.0417... Generator Loss: 4.0542 Epoch 1/2... Discriminator Loss: 0.0520... Generator Loss: 8.3141 Epoch 1/2... Discriminator Loss: 0.0832... Generator Loss: 3.1691 Epoch 1/2... Discriminator Loss: 0.2420... Generator Loss: 1.8937 Epoch 1/2... Discriminator Loss: 0.1307... Generator Loss: 2.6792 Epoch 1/2... Discriminator Loss: 0.1966... Generator Loss: 2.3472 Epoch 1/2... Discriminator Loss: 0.0590... Generator Loss: 3.3635 Epoch 1/2... Discriminator Loss: 0.5623... Generator Loss: 1.0826
Epoch 1/2... Discriminator Loss: 0.0822... Generator Loss: 5.7030 Epoch 1/2... Discriminator Loss: 0.0669... Generator Loss: 6.2832 Epoch 1/2... Discriminator Loss: 0.0445... Generator Loss: 7.9947 Epoch 2/2... Discriminator Loss: 0.1476... Generator Loss: 2.3671 Epoch 2/2... Discriminator Loss: 0.0646... Generator Loss: 3.6153 Epoch 2/2... Discriminator Loss: 0.1325... Generator Loss: 2.5069 Epoch 2/2... Discriminator Loss: 2.0565... Generator Loss: 0.2049 Epoch 2/2... Discriminator Loss: 0.5681... Generator Loss: 4.0676 Epoch 2/2... Discriminator Loss: 0.3364... Generator Loss: 1.8587 Epoch 2/2... Discriminator Loss: 0.2286... Generator Loss: 2.0696
Epoch 2/2... Discriminator Loss: 0.0573... Generator Loss: 3.8325 Epoch 2/2... Discriminator Loss: 0.1603... Generator Loss: 2.6223 Epoch 2/2... Discriminator Loss: 0.0461... Generator Loss: 4.0439 Epoch 2/2... Discriminator Loss: 0.1475... Generator Loss: 2.3287 Epoch 2/2... Discriminator Loss: 0.1088... Generator Loss: 2.6959 Epoch 2/2... Discriminator Loss: 0.0422... Generator Loss: 4.1658 Epoch 2/2... Discriminator Loss: 0.0399... Generator Loss: 3.8813 Epoch 2/2... Discriminator Loss: 0.3686... Generator Loss: 1.4060 Epoch 2/2... Discriminator Loss: 0.0867... Generator Loss: 4.6290 Epoch 2/2... Discriminator Loss: 0.0144... Generator Loss: 7.4361
Epoch 2/2... Discriminator Loss: 0.1070... Generator Loss: 2.7354 Epoch 2/2... Discriminator Loss: 0.0486... Generator Loss: 3.9234 Epoch 2/2... Discriminator Loss: 0.0221... Generator Loss: 6.0118 Epoch 2/2... Discriminator Loss: 0.0331... Generator Loss: 5.7071 Epoch 2/2... Discriminator Loss: 0.0848... Generator Loss: 4.4469 Epoch 2/2... Discriminator Loss: 0.0162... Generator Loss: 7.7902 Epoch 2/2... Discriminator Loss: 0.0207... Generator Loss: 4.9823 Epoch 2/2... Discriminator Loss: 0.0831... Generator Loss: 3.0965 Epoch 2/2... Discriminator Loss: 0.0404... Generator Loss: 4.8241 Epoch 2/2... Discriminator Loss: 0.2509... Generator Loss: 1.8250
Epoch 2/2... Discriminator Loss: 0.0182... Generator Loss: 5.7471 Epoch 2/2... Discriminator Loss: 0.0219... Generator Loss: 4.9130 Epoch 2/2... Discriminator Loss: 2.5123... Generator Loss: 2.2004 Epoch 2/2... Discriminator Loss: 1.0408... Generator Loss: 0.8776 Epoch 2/2... Discriminator Loss: 0.8023... Generator Loss: 1.9548 Epoch 2/2... Discriminator Loss: 0.5116... Generator Loss: 2.1366 Epoch 2/2... Discriminator Loss: 0.5887... Generator Loss: 0.9997 Epoch 2/2... Discriminator Loss: 0.1403... Generator Loss: 3.3426 Epoch 2/2... Discriminator Loss: 0.7382... Generator Loss: 0.7959 Epoch 2/2... Discriminator Loss: 0.1607... Generator Loss: 3.4941
Epoch 2/2... Discriminator Loss: 0.1864... Generator Loss: 2.1282 Epoch 2/2... Discriminator Loss: 0.0791... Generator Loss: 3.7842 Epoch 2/2... Discriminator Loss: 0.1809... Generator Loss: 2.2040 Epoch 2/2... Discriminator Loss: 0.1018... Generator Loss: 4.3656 Epoch 2/2... Discriminator Loss: 0.0813... Generator Loss: 3.2330 Epoch 2/2... Discriminator Loss: 0.0323... Generator Loss: 4.7943 Epoch 2/2... Discriminator Loss: 0.0797... Generator Loss: 6.2554 Epoch 2/2... Discriminator Loss: 0.0541... Generator Loss: 5.2643 Epoch 2/2... Discriminator Loss: 0.0377... Generator Loss: 4.6754 Epoch 2/2... Discriminator Loss: 0.0564... Generator Loss: 3.6806
Epoch 2/2... Discriminator Loss: 0.0926... Generator Loss: 4.0630 Epoch 2/2... Discriminator Loss: 0.0444... Generator Loss: 3.9852 Epoch 2/2... Discriminator Loss: 0.0862... Generator Loss: 3.3376 Epoch 2/2... Discriminator Loss: 0.1090... Generator Loss: 2.6929 Epoch 2/2... Discriminator Loss: 0.1583... Generator Loss: 2.3033 Epoch 2/2... Discriminator Loss: 0.0730... Generator Loss: 3.3361 Epoch 2/2... Discriminator Loss: 0.1251... Generator Loss: 2.6043 Epoch 2/2... Discriminator Loss: 0.0896... Generator Loss: 3.5898 Epoch 2/2... Discriminator Loss: 0.1852... Generator Loss: 2.2157 Epoch 2/2... Discriminator Loss: 0.1716... Generator Loss: 2.3156
Epoch 2/2... Discriminator Loss: 0.0202... Generator Loss: 7.8607 Epoch 2/2... Discriminator Loss: 0.2056... Generator Loss: 2.0567 Epoch 2/2... Discriminator Loss: 0.0312... Generator Loss: 4.3057 Epoch 2/2... Discriminator Loss: 0.2636... Generator Loss: 1.8895 Epoch 2/2... Discriminator Loss: 3.6255... Generator Loss: 0.2477 Epoch 2/2... Discriminator Loss: 0.3511... Generator Loss: 2.6031 Epoch 2/2... Discriminator Loss: 1.1363... Generator Loss: 3.2956 Epoch 2/2... Discriminator Loss: 0.4511... Generator Loss: 1.5894 Epoch 2/2... Discriminator Loss: 0.8473... Generator Loss: 3.8268 Epoch 2/2... Discriminator Loss: 0.4551... Generator Loss: 1.2730
Epoch 2/2... Discriminator Loss: 0.3090... Generator Loss: 1.9057 Epoch 2/2... Discriminator Loss: 0.2516... Generator Loss: 2.2638 Epoch 2/2... Discriminator Loss: 0.0716... Generator Loss: 4.1071 Epoch 2/2... Discriminator Loss: 0.2049... Generator Loss: 2.1677 Epoch 2/2... Discriminator Loss: 0.2119... Generator Loss: 2.1549 Epoch 2/2... Discriminator Loss: 0.0350... Generator Loss: 4.5397 Epoch 2/2... Discriminator Loss: 0.5078... Generator Loss: 1.2642 Epoch 2/2... Discriminator Loss: 0.1848... Generator Loss: 2.1408 Epoch 2/2... Discriminator Loss: 0.0565... Generator Loss: 4.3327 Epoch 2/2... Discriminator Loss: 0.0527... Generator Loss: 4.0369
Epoch 2/2... Discriminator Loss: 0.2212... Generator Loss: 2.1330 Epoch 2/2... Discriminator Loss: 0.0333... Generator Loss: 4.6221 Epoch 2/2... Discriminator Loss: 0.1150... Generator Loss: 2.7674 Epoch 2/2... Discriminator Loss: 0.2125... Generator Loss: 2.0066 Epoch 2/2... Discriminator Loss: 0.1960... Generator Loss: 2.1789 Epoch 2/2... Discriminator Loss: 0.0563... Generator Loss: 3.5475 Epoch 2/2... Discriminator Loss: 0.0241... Generator Loss: 5.1210 Epoch 2/2... Discriminator Loss: 0.1009... Generator Loss: 2.7091 Epoch 2/2... Discriminator Loss: 3.3473... Generator Loss: 0.0735 Epoch 2/2... Discriminator Loss: 0.8529... Generator Loss: 2.1091
Epoch 2/2... Discriminator Loss: 0.5845... Generator Loss: 1.7497 Epoch 2/2... Discriminator Loss: 0.4095... Generator Loss: 1.9784 Epoch 2/2... Discriminator Loss: 0.3502... Generator Loss: 1.5296 Epoch 2/2... Discriminator Loss: 0.1624... Generator Loss: 2.6857 Epoch 2/2... Discriminator Loss: 0.0952... Generator Loss: 3.6340 Epoch 2/2... Discriminator Loss: 0.2808... Generator Loss: 1.7038 Epoch 2/2... Discriminator Loss: 0.0602... Generator Loss: 4.7611
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 8
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/8... Discriminator Loss: 0.6728... Generator Loss: 1.5186 Epoch 1/8... Discriminator Loss: 1.1272... Generator Loss: 0.8372 Epoch 1/8... Discriminator Loss: 0.3232... Generator Loss: 2.3715 Epoch 1/8... Discriminator Loss: 0.1226... Generator Loss: 4.2754 Epoch 1/8... Discriminator Loss: 0.9746... Generator Loss: 0.7104 Epoch 1/8... Discriminator Loss: 0.3357... Generator Loss: 2.6196 Epoch 1/8... Discriminator Loss: 0.4234... Generator Loss: 1.6064 Epoch 1/8... Discriminator Loss: 0.5877... Generator Loss: 1.1269 Epoch 1/8... Discriminator Loss: 0.1138... Generator Loss: 4.6090 Epoch 1/8... Discriminator Loss: 0.0383... Generator Loss: 4.0158
Epoch 1/8... Discriminator Loss: 0.0431... Generator Loss: 5.1493 Epoch 1/8... Discriminator Loss: 0.0573... Generator Loss: 5.8116 Epoch 1/8... Discriminator Loss: 0.0197... Generator Loss: 6.1787 Epoch 1/8... Discriminator Loss: 0.1315... Generator Loss: 2.5443 Epoch 1/8... Discriminator Loss: 0.0390... Generator Loss: 4.0249 Epoch 1/8... Discriminator Loss: 1.9109... Generator Loss: 0.3166 Epoch 1/8... Discriminator Loss: 0.0496... Generator Loss: 5.9687 Epoch 1/8... Discriminator Loss: 0.0226... Generator Loss: 7.6569 Epoch 1/8... Discriminator Loss: 0.0425... Generator Loss: 4.4188 Epoch 1/8... Discriminator Loss: 0.0176... Generator Loss: 11.2877
Epoch 1/8... Discriminator Loss: 0.0046... Generator Loss: 10.1641 Epoch 1/8... Discriminator Loss: 0.0157... Generator Loss: 4.7534 Epoch 1/8... Discriminator Loss: 0.0167... Generator Loss: 8.4297 Epoch 1/8... Discriminator Loss: 0.0059... Generator Loss: 6.9933 Epoch 1/8... Discriminator Loss: 0.1426... Generator Loss: 2.6345 Epoch 1/8... Discriminator Loss: 0.1045... Generator Loss: 4.6590 Epoch 1/8... Discriminator Loss: 0.0116... Generator Loss: 8.6840 Epoch 1/8... Discriminator Loss: 3.2107... Generator Loss: 0.1940 Epoch 1/8... Discriminator Loss: 1.1724... Generator Loss: 2.4985 Epoch 1/8... Discriminator Loss: 0.1298... Generator Loss: 3.7857
Epoch 1/8... Discriminator Loss: 0.0436... Generator Loss: 5.1883 Epoch 1/8... Discriminator Loss: 0.3382... Generator Loss: 2.9410 Epoch 1/8... Discriminator Loss: 0.2581... Generator Loss: 3.7506 Epoch 1/8... Discriminator Loss: 0.7456... Generator Loss: 0.8706 Epoch 1/8... Discriminator Loss: 0.2229... Generator Loss: 2.7091 Epoch 1/8... Discriminator Loss: 0.0117... Generator Loss: 9.6059 Epoch 1/8... Discriminator Loss: 1.2423... Generator Loss: 0.4302 Epoch 1/8... Discriminator Loss: 0.0857... Generator Loss: 6.3817 Epoch 1/8... Discriminator Loss: 2.5465... Generator Loss: 0.3115 Epoch 1/8... Discriminator Loss: 2.7727... Generator Loss: 7.5936
Epoch 1/8... Discriminator Loss: 0.1478... Generator Loss: 2.7957 Epoch 1/8... Discriminator Loss: 0.1403... Generator Loss: 6.0365 Epoch 1/8... Discriminator Loss: 2.2179... Generator Loss: 0.1487 Epoch 1/8... Discriminator Loss: 0.1272... Generator Loss: 3.6513 Epoch 1/8... Discriminator Loss: 0.1594... Generator Loss: 5.3392 Epoch 1/8... Discriminator Loss: 0.2873... Generator Loss: 2.7121 Epoch 1/8... Discriminator Loss: 0.1165... Generator Loss: 3.3148 Epoch 1/8... Discriminator Loss: 0.5408... Generator Loss: 8.0897 Epoch 1/8... Discriminator Loss: 0.4946... Generator Loss: 11.5567 Epoch 1/8... Discriminator Loss: 0.1720... Generator Loss: 3.2248
Epoch 1/8... Discriminator Loss: 1.3815... Generator Loss: 5.5735 Epoch 1/8... Discriminator Loss: 0.1686... Generator Loss: 10.5814 Epoch 1/8... Discriminator Loss: 0.1419... Generator Loss: 3.8295 Epoch 1/8... Discriminator Loss: 0.1603... Generator Loss: 5.5645 Epoch 1/8... Discriminator Loss: 0.0745... Generator Loss: 5.1192 Epoch 1/8... Discriminator Loss: 0.2997... Generator Loss: 2.4982 Epoch 1/8... Discriminator Loss: 0.4996... Generator Loss: 1.5383 Epoch 1/8... Discriminator Loss: 0.0705... Generator Loss: 7.0556 Epoch 1/8... Discriminator Loss: 0.0278... Generator Loss: 8.2699 Epoch 1/8... Discriminator Loss: 0.1870... Generator Loss: 2.6217
Epoch 1/8... Discriminator Loss: 4.7258... Generator Loss: 4.4191 Epoch 1/8... Discriminator Loss: 3.6593... Generator Loss: 7.2007 Epoch 1/8... Discriminator Loss: 0.2579... Generator Loss: 8.8595 Epoch 1/8... Discriminator Loss: 0.0736... Generator Loss: 8.9286 Epoch 1/8... Discriminator Loss: 0.1174... Generator Loss: 3.7036 Epoch 1/8... Discriminator Loss: 0.1500... Generator Loss: 3.0759 Epoch 1/8... Discriminator Loss: 0.0663... Generator Loss: 6.2871 Epoch 1/8... Discriminator Loss: 1.2995... Generator Loss: 0.5007 Epoch 1/8... Discriminator Loss: 0.3359... Generator Loss: 3.9660 Epoch 1/8... Discriminator Loss: 0.0962... Generator Loss: 4.2926
Epoch 1/8... Discriminator Loss: 0.2095... Generator Loss: 2.4974 Epoch 1/8... Discriminator Loss: 0.1690... Generator Loss: 2.8124 Epoch 1/8... Discriminator Loss: 0.2533... Generator Loss: 3.9785 Epoch 1/8... Discriminator Loss: 0.1185... Generator Loss: 3.5219 Epoch 1/8... Discriminator Loss: 0.1402... Generator Loss: 2.8761 Epoch 1/8... Discriminator Loss: 0.0221... Generator Loss: 7.4156 Epoch 1/8... Discriminator Loss: 0.0262... Generator Loss: 10.0951 Epoch 1/8... Discriminator Loss: 0.0753... Generator Loss: 7.8343 Epoch 1/8... Discriminator Loss: 0.2624... Generator Loss: 5.1199 Epoch 1/8... Discriminator Loss: 0.1276... Generator Loss: 2.9867
Epoch 1/8... Discriminator Loss: 0.1473... Generator Loss: 3.4870 Epoch 1/8... Discriminator Loss: 2.0286... Generator Loss: 10.7940 Epoch 1/8... Discriminator Loss: 0.0581... Generator Loss: 5.5782 Epoch 1/8... Discriminator Loss: 0.0292... Generator Loss: 5.9887 Epoch 1/8... Discriminator Loss: 0.0228... Generator Loss: 5.7848 Epoch 1/8... Discriminator Loss: 0.6520... Generator Loss: 4.2834 Epoch 1/8... Discriminator Loss: 0.0856... Generator Loss: 9.0541 Epoch 1/8... Discriminator Loss: 0.2712... Generator Loss: 2.5200 Epoch 1/8... Discriminator Loss: 0.0125... Generator Loss: 12.5157 Epoch 1/8... Discriminator Loss: 0.1376... Generator Loss: 6.4900
Epoch 1/8... Discriminator Loss: 0.1889... Generator Loss: 10.8197 Epoch 1/8... Discriminator Loss: 1.4335... Generator Loss: 0.8737 Epoch 1/8... Discriminator Loss: 0.0880... Generator Loss: 3.6030 Epoch 1/8... Discriminator Loss: 0.0603... Generator Loss: 4.0201 Epoch 1/8... Discriminator Loss: 0.1194... Generator Loss: 3.2700 Epoch 1/8... Discriminator Loss: 0.1757... Generator Loss: 2.6200 Epoch 1/8... Discriminator Loss: 0.1670... Generator Loss: 3.5605 Epoch 1/8... Discriminator Loss: 0.0119... Generator Loss: 8.9914 Epoch 1/8... Discriminator Loss: 0.0153... Generator Loss: 9.1321 Epoch 1/8... Discriminator Loss: 0.0402... Generator Loss: 4.2750
Epoch 1/8... Discriminator Loss: 0.0628... Generator Loss: 4.5601 Epoch 1/8... Discriminator Loss: 2.1484... Generator Loss: 9.3954 Epoch 1/8... Discriminator Loss: 0.1371... Generator Loss: 3.4797 Epoch 1/8... Discriminator Loss: 0.1416... Generator Loss: 3.0183 Epoch 1/8... Discriminator Loss: 0.1813... Generator Loss: 3.2205 Epoch 1/8... Discriminator Loss: 0.0328... Generator Loss: 5.2802 Epoch 1/8... Discriminator Loss: 0.1226... Generator Loss: 3.7032 Epoch 1/8... Discriminator Loss: 0.0060... Generator Loss: 10.1332 Epoch 1/8... Discriminator Loss: 0.0437... Generator Loss: 4.9975 Epoch 1/8... Discriminator Loss: 0.2713... Generator Loss: 2.1451
Epoch 1/8... Discriminator Loss: 0.2137... Generator Loss: 5.1133 Epoch 1/8... Discriminator Loss: 1.8383... Generator Loss: 7.6531 Epoch 1/8... Discriminator Loss: 0.2289... Generator Loss: 5.0699 Epoch 1/8... Discriminator Loss: 0.7796... Generator Loss: 3.2019 Epoch 1/8... Discriminator Loss: 0.2851... Generator Loss: 3.7609 Epoch 1/8... Discriminator Loss: 0.0493... Generator Loss: 4.1725 Epoch 1/8... Discriminator Loss: 0.1897... Generator Loss: 5.4165 Epoch 1/8... Discriminator Loss: 0.1344... Generator Loss: 3.1722 Epoch 1/8... Discriminator Loss: 0.0465... Generator Loss: 5.3879 Epoch 1/8... Discriminator Loss: 0.2807... Generator Loss: 5.8778
Epoch 1/8... Discriminator Loss: 0.0070... Generator Loss: 11.7871 Epoch 1/8... Discriminator Loss: 0.0233... Generator Loss: 12.3945 Epoch 1/8... Discriminator Loss: 0.1009... Generator Loss: 2.9978 Epoch 1/8... Discriminator Loss: 0.0656... Generator Loss: 3.5156 Epoch 1/8... Discriminator Loss: 0.3809... Generator Loss: 1.5919 Epoch 1/8... Discriminator Loss: 0.7255... Generator Loss: 1.2950 Epoch 1/8... Discriminator Loss: 0.0126... Generator Loss: 8.0412 Epoch 1/8... Discriminator Loss: 5.3312... Generator Loss: 7.2179 Epoch 1/8... Discriminator Loss: 0.2291... Generator Loss: 2.2055 Epoch 1/8... Discriminator Loss: 0.0858... Generator Loss: 8.3907
Epoch 1/8... Discriminator Loss: 0.0423... Generator Loss: 5.3924 Epoch 1/8... Discriminator Loss: 0.0675... Generator Loss: 4.4812 Epoch 1/8... Discriminator Loss: 0.0495... Generator Loss: 5.1836 Epoch 1/8... Discriminator Loss: 0.1836... Generator Loss: 11.0606 Epoch 1/8... Discriminator Loss: 0.0315... Generator Loss: 5.9895 Epoch 1/8... Discriminator Loss: 0.0298... Generator Loss: 5.2938 Epoch 1/8... Discriminator Loss: 0.1696... Generator Loss: 2.4203 Epoch 1/8... Discriminator Loss: 0.7089... Generator Loss: 1.0710 Epoch 1/8... Discriminator Loss: 0.0555... Generator Loss: 4.6947 Epoch 1/8... Discriminator Loss: 0.0797... Generator Loss: 3.2604
Epoch 1/8... Discriminator Loss: 0.0204... Generator Loss: 11.9145 Epoch 1/8... Discriminator Loss: 0.0147... Generator Loss: 7.0005 Epoch 1/8... Discriminator Loss: 0.0095... Generator Loss: 12.5009 Epoch 1/8... Discriminator Loss: 0.0118... Generator Loss: 5.6938 Epoch 1/8... Discriminator Loss: 0.3124... Generator Loss: 2.3572 Epoch 1/8... Discriminator Loss: 7.0190... Generator Loss: 0.0131 Epoch 1/8... Discriminator Loss: 0.0844... Generator Loss: 4.2119 Epoch 1/8... Discriminator Loss: 0.0191... Generator Loss: 6.0773 Epoch 1/8... Discriminator Loss: 0.3153... Generator Loss: 5.9625 Epoch 1/8... Discriminator Loss: 0.2443... Generator Loss: 2.0996
Epoch 1/8... Discriminator Loss: 0.1361... Generator Loss: 9.6754 Epoch 1/8... Discriminator Loss: 0.0249... Generator Loss: 10.3776 Epoch 1/8... Discriminator Loss: 0.0832... Generator Loss: 6.8010 Epoch 1/8... Discriminator Loss: 0.0515... Generator Loss: 8.7214 Epoch 1/8... Discriminator Loss: 0.0446... Generator Loss: 7.2959 Epoch 1/8... Discriminator Loss: 0.1240... Generator Loss: 2.7953 Epoch 1/8... Discriminator Loss: 0.0241... Generator Loss: 9.5451 Epoch 1/8... Discriminator Loss: 0.0295... Generator Loss: 5.7971 Epoch 1/8... Discriminator Loss: 0.0068... Generator Loss: 10.8773 Epoch 1/8... Discriminator Loss: 1.6892... Generator Loss: 0.4672
Epoch 1/8... Discriminator Loss: 0.9161... Generator Loss: 0.9887 Epoch 1/8... Discriminator Loss: 0.9234... Generator Loss: 0.9677 Epoch 1/8... Discriminator Loss: 0.0460... Generator Loss: 5.0189 Epoch 1/8... Discriminator Loss: 0.1111... Generator Loss: 3.3166 Epoch 1/8... Discriminator Loss: 3.3356... Generator Loss: 0.2307 Epoch 1/8... Discriminator Loss: 0.1106... Generator Loss: 9.1992 Epoch 1/8... Discriminator Loss: 0.3541... Generator Loss: 1.6544 Epoch 1/8... Discriminator Loss: 0.1271... Generator Loss: 9.4403 Epoch 1/8... Discriminator Loss: 0.5166... Generator Loss: 1.1686 Epoch 1/8... Discriminator Loss: 0.6421... Generator Loss: 1.5344
Epoch 1/8... Discriminator Loss: 0.7201... Generator Loss: 9.7492 Epoch 1/8... Discriminator Loss: 0.0949... Generator Loss: 3.5425 Epoch 1/8... Discriminator Loss: 0.0620... Generator Loss: 13.5475 Epoch 1/8... Discriminator Loss: 0.1803... Generator Loss: 7.6815 Epoch 1/8... Discriminator Loss: 0.3789... Generator Loss: 1.6773 Epoch 1/8... Discriminator Loss: 0.0789... Generator Loss: 5.4558 Epoch 1/8... Discriminator Loss: 0.1381... Generator Loss: 6.4432 Epoch 1/8... Discriminator Loss: 0.2130... Generator Loss: 2.4343 Epoch 1/8... Discriminator Loss: 1.0966... Generator Loss: 1.3594 Epoch 1/8... Discriminator Loss: 1.2398... Generator Loss: 0.5646
Epoch 1/8... Discriminator Loss: 0.0866... Generator Loss: 8.6844 Epoch 1/8... Discriminator Loss: 0.4928... Generator Loss: 2.3779 Epoch 1/8... Discriminator Loss: 1.3189... Generator Loss: 0.6025 Epoch 1/8... Discriminator Loss: 1.1608... Generator Loss: 0.6818 Epoch 1/8... Discriminator Loss: 0.1876... Generator Loss: 8.1473 Epoch 1/8... Discriminator Loss: 0.4638... Generator Loss: 1.5493 Epoch 1/8... Discriminator Loss: 0.0323... Generator Loss: 12.9054 Epoch 1/8... Discriminator Loss: 0.1263... Generator Loss: 4.2679 Epoch 1/8... Discriminator Loss: 0.0275... Generator Loss: 7.5080 Epoch 1/8... Discriminator Loss: 0.2421... Generator Loss: 2.1796
Epoch 1/8... Discriminator Loss: 0.2637... Generator Loss: 5.3837 Epoch 1/8... Discriminator Loss: 0.0168... Generator Loss: 8.9261 Epoch 1/8... Discriminator Loss: 1.2599... Generator Loss: 10.5492 Epoch 1/8... Discriminator Loss: 0.4663... Generator Loss: 2.6767 Epoch 1/8... Discriminator Loss: 0.2296... Generator Loss: 4.2305 Epoch 1/8... Discriminator Loss: 1.6567... Generator Loss: 0.6992 Epoch 1/8... Discriminator Loss: 0.9613... Generator Loss: 0.9085 Epoch 1/8... Discriminator Loss: 0.0982... Generator Loss: 5.0284 Epoch 1/8... Discriminator Loss: 0.0533... Generator Loss: 9.8396 Epoch 1/8... Discriminator Loss: 0.1264... Generator Loss: 6.0901
Epoch 1/8... Discriminator Loss: 0.1512... Generator Loss: 5.0296 Epoch 1/8... Discriminator Loss: 0.0088... Generator Loss: 8.0946 Epoch 1/8... Discriminator Loss: 0.2186... Generator Loss: 3.2610 Epoch 1/8... Discriminator Loss: 0.1594... Generator Loss: 2.9051 Epoch 1/8... Discriminator Loss: 0.0365... Generator Loss: 10.6002 Epoch 1/8... Discriminator Loss: 1.3379... Generator Loss: 0.6787 Epoch 1/8... Discriminator Loss: 1.5520... Generator Loss: 5.8208 Epoch 1/8... Discriminator Loss: 0.3282... Generator Loss: 1.8876 Epoch 1/8... Discriminator Loss: 0.1075... Generator Loss: 3.3989 Epoch 1/8... Discriminator Loss: 1.0552... Generator Loss: 0.6449
Epoch 1/8... Discriminator Loss: 2.4287... Generator Loss: 0.1242 Epoch 1/8... Discriminator Loss: 0.5055... Generator Loss: 2.1069 Epoch 1/8... Discriminator Loss: 0.2207... Generator Loss: 4.8992 Epoch 1/8... Discriminator Loss: 0.0818... Generator Loss: 4.6832 Epoch 1/8... Discriminator Loss: 0.0300... Generator Loss: 9.8066 Epoch 1/8... Discriminator Loss: 1.1851... Generator Loss: 0.5692 Epoch 1/8... Discriminator Loss: 0.3264... Generator Loss: 1.8911 Epoch 1/8... Discriminator Loss: 0.0158... Generator Loss: 8.5266 Epoch 1/8... Discriminator Loss: 0.0160... Generator Loss: 15.0734 Epoch 1/8... Discriminator Loss: 0.0801... Generator Loss: 16.1135
Epoch 1/8... Discriminator Loss: 0.2568... Generator Loss: 6.0893 Epoch 1/8... Discriminator Loss: 1.2055... Generator Loss: 11.7237 Epoch 1/8... Discriminator Loss: 0.3773... Generator Loss: 5.2493 Epoch 1/8... Discriminator Loss: 0.2418... Generator Loss: 2.6976 Epoch 1/8... Discriminator Loss: 0.4313... Generator Loss: 2.8397 Epoch 1/8... Discriminator Loss: 0.1665... Generator Loss: 3.8495 Epoch 1/8... Discriminator Loss: 0.8753... Generator Loss: 0.7836 Epoch 1/8... Discriminator Loss: 0.4710... Generator Loss: 1.4616 Epoch 1/8... Discriminator Loss: 0.0543... Generator Loss: 5.3488 Epoch 1/8... Discriminator Loss: 0.1052... Generator Loss: 6.3279
Epoch 1/8... Discriminator Loss: 0.0136... Generator Loss: 11.6816 Epoch 1/8... Discriminator Loss: 0.0135... Generator Loss: 8.8925 Epoch 1/8... Discriminator Loss: 0.0590... Generator Loss: 4.8858 Epoch 1/8... Discriminator Loss: 0.0475... Generator Loss: 5.4977 Epoch 1/8... Discriminator Loss: 3.0531... Generator Loss: 0.1001 Epoch 1/8... Discriminator Loss: 0.1072... Generator Loss: 4.7051 Epoch 1/8... Discriminator Loss: 0.3181... Generator Loss: 2.1805 Epoch 1/8... Discriminator Loss: 0.0478... Generator Loss: 11.0473 Epoch 1/8... Discriminator Loss: 0.0470... Generator Loss: 5.1170 Epoch 1/8... Discriminator Loss: 0.2271... Generator Loss: 3.1002
Epoch 1/8... Discriminator Loss: 0.0312... Generator Loss: 7.2498 Epoch 1/8... Discriminator Loss: 0.0100... Generator Loss: 16.6544 Epoch 1/8... Discriminator Loss: 0.0575... Generator Loss: 5.3256 Epoch 1/8... Discriminator Loss: 1.3580... Generator Loss: 1.9070 Epoch 1/8... Discriminator Loss: 0.0972... Generator Loss: 4.0714 Epoch 1/8... Discriminator Loss: 0.9684... Generator Loss: 8.6844 Epoch 1/8... Discriminator Loss: 0.2239... Generator Loss: 6.2116 Epoch 1/8... Discriminator Loss: 0.0173... Generator Loss: 11.8069 Epoch 1/8... Discriminator Loss: 0.6253... Generator Loss: 1.6074 Epoch 1/8... Discriminator Loss: 0.0244... Generator Loss: 8.8446
Epoch 1/8... Discriminator Loss: 2.6157... Generator Loss: 0.1235 Epoch 1/8... Discriminator Loss: 0.0061... Generator Loss: 11.4698 Epoch 1/8... Discriminator Loss: 0.4242... Generator Loss: 1.6991 Epoch 1/8... Discriminator Loss: 0.0091... Generator Loss: 9.1649 Epoch 1/8... Discriminator Loss: 0.0445... Generator Loss: 9.3559 Epoch 1/8... Discriminator Loss: 0.0396... Generator Loss: 9.1638 Epoch 1/8... Discriminator Loss: 0.4358... Generator Loss: 1.7242 Epoch 1/8... Discriminator Loss: 0.0231... Generator Loss: 5.0808 Epoch 1/8... Discriminator Loss: 0.0128... Generator Loss: 9.9410 Epoch 1/8... Discriminator Loss: 0.0151... Generator Loss: 9.5606
Epoch 1/8... Discriminator Loss: 0.1059... Generator Loss: 3.2994 Epoch 1/8... Discriminator Loss: 0.0084... Generator Loss: 15.1992 Epoch 1/8... Discriminator Loss: 0.1333... Generator Loss: 2.7683 Epoch 1/8... Discriminator Loss: 0.8742... Generator Loss: 2.1930 Epoch 1/8... Discriminator Loss: 0.6949... Generator Loss: 2.2401 Epoch 1/8... Discriminator Loss: 0.6653... Generator Loss: 1.1339 Epoch 1/8... Discriminator Loss: 0.5986... Generator Loss: 1.3351 Epoch 1/8... Discriminator Loss: 0.1557... Generator Loss: 3.1084 Epoch 1/8... Discriminator Loss: 0.7305... Generator Loss: 1.1812 Epoch 1/8... Discriminator Loss: 1.2142... Generator Loss: 1.2644
Epoch 1/8... Discriminator Loss: 0.3835... Generator Loss: 2.5472 Epoch 1/8... Discriminator Loss: 1.7387... Generator Loss: 6.1212 Epoch 1/8... Discriminator Loss: 0.5720... Generator Loss: 3.2780 Epoch 1/8... Discriminator Loss: 0.4681... Generator Loss: 1.5470 Epoch 1/8... Discriminator Loss: 0.1058... Generator Loss: 3.5502 Epoch 1/8... Discriminator Loss: 0.1037... Generator Loss: 5.6285 Epoch 1/8... Discriminator Loss: 0.8037... Generator Loss: 2.0401 Epoch 1/8... Discriminator Loss: 2.2205... Generator Loss: 0.1959 Epoch 1/8... Discriminator Loss: 0.0089... Generator Loss: 7.3157 Epoch 1/8... Discriminator Loss: 0.0418... Generator Loss: 5.5091
Epoch 1/8... Discriminator Loss: 0.2661... Generator Loss: 2.6744 Epoch 1/8... Discriminator Loss: 0.1907... Generator Loss: 3.0226 Epoch 1/8... Discriminator Loss: 0.0240... Generator Loss: 8.5587 Epoch 1/8... Discriminator Loss: 0.0481... Generator Loss: 4.9078 Epoch 1/8... Discriminator Loss: 1.0793... Generator Loss: 0.5762 Epoch 1/8... Discriminator Loss: 0.0228... Generator Loss: 7.2103 Epoch 1/8... Discriminator Loss: 1.7518... Generator Loss: 8.3744 Epoch 1/8... Discriminator Loss: 0.2357... Generator Loss: 7.6139 Epoch 1/8... Discriminator Loss: 0.0982... Generator Loss: 3.5448 Epoch 1/8... Discriminator Loss: 0.0209... Generator Loss: 10.2827
Epoch 1/8... Discriminator Loss: 0.0425... Generator Loss: 4.2603 Epoch 1/8... Discriminator Loss: 0.0079... Generator Loss: 7.3735 Epoch 1/8... Discriminator Loss: 0.0298... Generator Loss: 6.1823 Epoch 1/8... Discriminator Loss: 0.0420... Generator Loss: 10.1706 Epoch 1/8... Discriminator Loss: 3.5362... Generator Loss: 5.5487 Epoch 1/8... Discriminator Loss: 0.8861... Generator Loss: 1.2803 Epoch 1/8... Discriminator Loss: 0.1312... Generator Loss: 10.7155 Epoch 1/8... Discriminator Loss: 1.8137... Generator Loss: 0.2698 Epoch 1/8... Discriminator Loss: 1.3939... Generator Loss: 0.5244 Epoch 1/8... Discriminator Loss: 0.0362... Generator Loss: 5.5999
Epoch 1/8... Discriminator Loss: 0.2887... Generator Loss: 2.3119 Epoch 1/8... Discriminator Loss: 0.0822... Generator Loss: 10.5757 Epoch 1/8... Discriminator Loss: 0.0157... Generator Loss: 6.5934 Epoch 1/8... Discriminator Loss: 0.0651... Generator Loss: 11.7941 Epoch 1/8... Discriminator Loss: 0.0763... Generator Loss: 12.7682 Epoch 1/8... Discriminator Loss: 0.1371... Generator Loss: 2.7660 Epoch 1/8... Discriminator Loss: 0.0212... Generator Loss: 7.5001 Epoch 1/8... Discriminator Loss: 0.0071... Generator Loss: 12.7882 Epoch 1/8... Discriminator Loss: 0.0272... Generator Loss: 5.1399 Epoch 1/8... Discriminator Loss: 1.9545... Generator Loss: 9.3935
Epoch 1/8... Discriminator Loss: 0.0195... Generator Loss: 7.4156 Epoch 1/8... Discriminator Loss: 0.1024... Generator Loss: 8.9381 Epoch 1/8... Discriminator Loss: 0.0918... Generator Loss: 15.5841 Epoch 1/8... Discriminator Loss: 0.8831... Generator Loss: 1.9424 Epoch 1/8... Discriminator Loss: 0.1374... Generator Loss: 3.4645 Epoch 1/8... Discriminator Loss: 1.4871... Generator Loss: 0.3593 Epoch 2/8... Discriminator Loss: 1.1773... Generator Loss: 1.6853 Epoch 2/8... Discriminator Loss: 0.9951... Generator Loss: 0.8642 Epoch 2/8... Discriminator Loss: 2.0633... Generator Loss: 0.2022 Epoch 2/8... Discriminator Loss: 0.5262... Generator Loss: 1.4865
Epoch 2/8... Discriminator Loss: 0.1432... Generator Loss: 6.0179 Epoch 2/8... Discriminator Loss: 0.0294... Generator Loss: 7.1254 Epoch 2/8... Discriminator Loss: 0.3559... Generator Loss: 1.5282 Epoch 2/8... Discriminator Loss: 0.4394... Generator Loss: 1.4110 Epoch 2/8... Discriminator Loss: 0.0365... Generator Loss: 5.1139 Epoch 2/8... Discriminator Loss: 0.1245... Generator Loss: 2.9152 Epoch 2/8... Discriminator Loss: 0.2085... Generator Loss: 2.4140 Epoch 2/8... Discriminator Loss: 0.0127... Generator Loss: 7.5841 Epoch 2/8... Discriminator Loss: 0.0119... Generator Loss: 15.6538 Epoch 2/8... Discriminator Loss: 0.8979... Generator Loss: 0.7432
Epoch 2/8... Discriminator Loss: 1.5971... Generator Loss: 2.1827 Epoch 2/8... Discriminator Loss: 0.1132... Generator Loss: 6.4701 Epoch 2/8... Discriminator Loss: 1.4280... Generator Loss: 1.1802 Epoch 2/8... Discriminator Loss: 0.6034... Generator Loss: 7.3379 Epoch 2/8... Discriminator Loss: 0.4819... Generator Loss: 8.2584 Epoch 2/8... Discriminator Loss: 0.0193... Generator Loss: 14.1524 Epoch 2/8... Discriminator Loss: 0.0361... Generator Loss: 4.7310 Epoch 2/8... Discriminator Loss: 0.0363... Generator Loss: 7.4373 Epoch 2/8... Discriminator Loss: 0.2947... Generator Loss: 2.0457 Epoch 2/8... Discriminator Loss: 0.0264... Generator Loss: 13.9199
Epoch 2/8... Discriminator Loss: 0.4916... Generator Loss: 1.3880 Epoch 2/8... Discriminator Loss: 0.2491... Generator Loss: 2.2142 Epoch 2/8... Discriminator Loss: 0.0073... Generator Loss: 8.2270 Epoch 2/8... Discriminator Loss: 0.0229... Generator Loss: 7.0329 Epoch 2/8... Discriminator Loss: 0.0248... Generator Loss: 7.7533 Epoch 2/8... Discriminator Loss: 0.0095... Generator Loss: 13.2823 Epoch 2/8... Discriminator Loss: 0.3370... Generator Loss: 2.2019 Epoch 2/8... Discriminator Loss: 0.0790... Generator Loss: 9.5455 Epoch 2/8... Discriminator Loss: 0.0070... Generator Loss: 11.6537 Epoch 2/8... Discriminator Loss: 0.6178... Generator Loss: 1.7482
Epoch 2/8... Discriminator Loss: 0.0126... Generator Loss: 10.4444 Epoch 2/8... Discriminator Loss: 0.1269... Generator Loss: 5.3366 Epoch 2/8... Discriminator Loss: 0.0572... Generator Loss: 11.2849 Epoch 2/8... Discriminator Loss: 1.1676... Generator Loss: 0.7263 Epoch 2/8... Discriminator Loss: 3.0768... Generator Loss: 0.0639 Epoch 2/8... Discriminator Loss: 0.0507... Generator Loss: 5.6535 Epoch 2/8... Discriminator Loss: 0.0349... Generator Loss: 7.5279 Epoch 2/8... Discriminator Loss: 0.0258... Generator Loss: 8.7684 Epoch 2/8... Discriminator Loss: 0.0372... Generator Loss: 8.7732 Epoch 2/8... Discriminator Loss: 0.0743... Generator Loss: 13.2883
Epoch 2/8... Discriminator Loss: 0.0329... Generator Loss: 8.6141 Epoch 2/8... Discriminator Loss: 0.9093... Generator Loss: 11.8870 Epoch 2/8... Discriminator Loss: 0.0927... Generator Loss: 6.0898 Epoch 2/8... Discriminator Loss: 0.0232... Generator Loss: 7.2884 Epoch 2/8... Discriminator Loss: 0.0336... Generator Loss: 11.5383 Epoch 2/8... Discriminator Loss: 0.0805... Generator Loss: 3.7884 Epoch 2/8... Discriminator Loss: 0.1816... Generator Loss: 3.1710 Epoch 2/8... Discriminator Loss: 1.1079... Generator Loss: 0.6751 Epoch 2/8... Discriminator Loss: 0.9490... Generator Loss: 2.6979 Epoch 2/8... Discriminator Loss: 0.0824... Generator Loss: 2.8856
Epoch 2/8... Discriminator Loss: 0.6549... Generator Loss: 4.2910 Epoch 2/8... Discriminator Loss: 1.7413... Generator Loss: 0.3200 Epoch 2/8... Discriminator Loss: 0.8269... Generator Loss: 10.0830 Epoch 2/8... Discriminator Loss: 0.1947... Generator Loss: 2.1608 Epoch 2/8... Discriminator Loss: 0.0107... Generator Loss: 9.3863 Epoch 2/8... Discriminator Loss: 0.2129... Generator Loss: 2.4338 Epoch 2/8... Discriminator Loss: 0.1231... Generator Loss: 10.9230 Epoch 2/8... Discriminator Loss: 0.1628... Generator Loss: 2.3593 Epoch 2/8... Discriminator Loss: 0.0260... Generator Loss: 8.0530 Epoch 2/8... Discriminator Loss: 0.0343... Generator Loss: 4.8030
Epoch 2/8... Discriminator Loss: 0.0881... Generator Loss: 12.2876 Epoch 2/8... Discriminator Loss: 0.0262... Generator Loss: 10.7146 Epoch 2/8... Discriminator Loss: 0.0202... Generator Loss: 7.1130 Epoch 2/8... Discriminator Loss: 0.0318... Generator Loss: 17.2094 Epoch 2/8... Discriminator Loss: 0.0224... Generator Loss: 11.6076 Epoch 2/8... Discriminator Loss: 6.2996... Generator Loss: 4.8765 Epoch 2/8... Discriminator Loss: 1.0386... Generator Loss: 1.1013 Epoch 2/8... Discriminator Loss: 1.0158... Generator Loss: 0.8925 Epoch 2/8... Discriminator Loss: 1.3359... Generator Loss: 0.4945 Epoch 2/8... Discriminator Loss: 1.2383... Generator Loss: 0.5516
Epoch 2/8... Discriminator Loss: 0.9557... Generator Loss: 2.3613 Epoch 2/8... Discriminator Loss: 0.2470... Generator Loss: 3.1689 Epoch 2/8... Discriminator Loss: 2.6838... Generator Loss: 0.1095 Epoch 2/8... Discriminator Loss: 0.2031... Generator Loss: 2.4517 Epoch 2/8... Discriminator Loss: 1.1577... Generator Loss: 0.5527 Epoch 2/8... Discriminator Loss: 1.9794... Generator Loss: 0.2212 Epoch 2/8... Discriminator Loss: 0.6245... Generator Loss: 1.1013 Epoch 2/8... Discriminator Loss: 0.2543... Generator Loss: 2.0186 Epoch 2/8... Discriminator Loss: 0.2085... Generator Loss: 2.1032 Epoch 2/8... Discriminator Loss: 0.8516... Generator Loss: 1.0698
Epoch 2/8... Discriminator Loss: 0.5613... Generator Loss: 2.1257 Epoch 2/8... Discriminator Loss: 0.1514... Generator Loss: 3.6871 Epoch 2/8... Discriminator Loss: 0.2718... Generator Loss: 5.4143 Epoch 2/8... Discriminator Loss: 1.1597... Generator Loss: 4.8814 Epoch 2/8... Discriminator Loss: 0.0749... Generator Loss: 6.6387 Epoch 2/8... Discriminator Loss: 0.1723... Generator Loss: 5.3006 Epoch 2/8... Discriminator Loss: 0.4736... Generator Loss: 10.3795 Epoch 2/8... Discriminator Loss: 0.8366... Generator Loss: 4.3827 Epoch 2/8... Discriminator Loss: 0.1925... Generator Loss: 2.5030 Epoch 2/8... Discriminator Loss: 0.9470... Generator Loss: 1.0342
Epoch 2/8... Discriminator Loss: 0.1009... Generator Loss: 9.6189 Epoch 2/8... Discriminator Loss: 0.3153... Generator Loss: 1.9891 Epoch 2/8... Discriminator Loss: 1.0906... Generator Loss: 0.6046 Epoch 2/8... Discriminator Loss: 0.0999... Generator Loss: 13.0780 Epoch 2/8... Discriminator Loss: 0.0369... Generator Loss: 6.8809 Epoch 2/8... Discriminator Loss: 0.0442... Generator Loss: 4.8143 Epoch 2/8... Discriminator Loss: 0.0627... Generator Loss: 10.5478 Epoch 2/8... Discriminator Loss: 0.0091... Generator Loss: 6.3219 Epoch 2/8... Discriminator Loss: 0.0126... Generator Loss: 11.8533 Epoch 2/8... Discriminator Loss: 0.2319... Generator Loss: 4.3476
Epoch 2/8... Discriminator Loss: 0.9252... Generator Loss: 0.8442 Epoch 2/8... Discriminator Loss: 0.3475... Generator Loss: 1.8123 Epoch 2/8... Discriminator Loss: 0.0271... Generator Loss: 6.9235 Epoch 2/8... Discriminator Loss: 0.0463... Generator Loss: 4.6072 Epoch 2/8... Discriminator Loss: 0.0141... Generator Loss: 8.2631 Epoch 2/8... Discriminator Loss: 0.5386... Generator Loss: 1.2790 Epoch 2/8... Discriminator Loss: 0.5770... Generator Loss: 1.1186 Epoch 2/8... Discriminator Loss: 0.0443... Generator Loss: 8.4651 Epoch 2/8... Discriminator Loss: 0.0148... Generator Loss: 7.6001 Epoch 2/8... Discriminator Loss: 1.8022... Generator Loss: 0.5902
Epoch 2/8... Discriminator Loss: 1.1937... Generator Loss: 0.5702 Epoch 2/8... Discriminator Loss: 1.0405... Generator Loss: 0.7349 Epoch 2/8... Discriminator Loss: 1.1517... Generator Loss: 0.7547 Epoch 2/8... Discriminator Loss: 1.6689... Generator Loss: 0.2839 Epoch 2/8... Discriminator Loss: 0.9624... Generator Loss: 0.9281 Epoch 2/8... Discriminator Loss: 0.8750... Generator Loss: 1.3592 Epoch 2/8... Discriminator Loss: 0.9988... Generator Loss: 1.0355 Epoch 2/8... Discriminator Loss: 1.5701... Generator Loss: 0.4287 Epoch 2/8... Discriminator Loss: 1.0140... Generator Loss: 1.0547 Epoch 2/8... Discriminator Loss: 0.2791... Generator Loss: 3.8826
Epoch 2/8... Discriminator Loss: 0.2717... Generator Loss: 2.1683 Epoch 2/8... Discriminator Loss: 2.2990... Generator Loss: 4.0628 Epoch 2/8... Discriminator Loss: 0.7933... Generator Loss: 1.3833 Epoch 2/8... Discriminator Loss: 1.1672... Generator Loss: 1.3277 Epoch 2/8... Discriminator Loss: 1.1118... Generator Loss: 0.9279 Epoch 2/8... Discriminator Loss: 1.1045... Generator Loss: 0.7291 Epoch 2/8... Discriminator Loss: 1.1247... Generator Loss: 0.8870 Epoch 2/8... Discriminator Loss: 0.6414... Generator Loss: 8.7936 Epoch 2/8... Discriminator Loss: 0.3586... Generator Loss: 2.0094 Epoch 2/8... Discriminator Loss: 1.7172... Generator Loss: 0.2740
Epoch 2/8... Discriminator Loss: 1.5035... Generator Loss: 0.3690 Epoch 2/8... Discriminator Loss: 0.5780... Generator Loss: 1.4802 Epoch 2/8... Discriminator Loss: 0.6345... Generator Loss: 1.2681 Epoch 2/8... Discriminator Loss: 1.4094... Generator Loss: 0.4827 Epoch 2/8... Discriminator Loss: 0.0460... Generator Loss: 5.2488 Epoch 2/8... Discriminator Loss: 0.8222... Generator Loss: 0.9158 Epoch 2/8... Discriminator Loss: 0.1717... Generator Loss: 2.7405 Epoch 2/8... Discriminator Loss: 1.1741... Generator Loss: 0.5293 Epoch 2/8... Discriminator Loss: 1.6902... Generator Loss: 0.2624 Epoch 2/8... Discriminator Loss: 0.8345... Generator Loss: 0.7906
Epoch 2/8... Discriminator Loss: 0.0487... Generator Loss: 8.1584 Epoch 2/8... Discriminator Loss: 0.1772... Generator Loss: 2.7882 Epoch 2/8... Discriminator Loss: 0.2271... Generator Loss: 2.1415 Epoch 2/8... Discriminator Loss: 0.1238... Generator Loss: 3.3395 Epoch 2/8... Discriminator Loss: 0.0533... Generator Loss: 9.1384 Epoch 2/8... Discriminator Loss: 0.0525... Generator Loss: 4.3053 Epoch 2/8... Discriminator Loss: 0.0509... Generator Loss: 6.7972 Epoch 2/8... Discriminator Loss: 0.0256... Generator Loss: 7.9161 Epoch 2/8... Discriminator Loss: 0.5199... Generator Loss: 1.7319 Epoch 2/8... Discriminator Loss: 1.0695... Generator Loss: 0.7025
Epoch 2/8... Discriminator Loss: 0.7753... Generator Loss: 1.0270 Epoch 2/8... Discriminator Loss: 0.2203... Generator Loss: 2.5681 Epoch 2/8... Discriminator Loss: 0.0815... Generator Loss: 4.6892 Epoch 2/8... Discriminator Loss: 0.0630... Generator Loss: 4.8116 Epoch 2/8... Discriminator Loss: 0.0449... Generator Loss: 9.9594 Epoch 2/8... Discriminator Loss: 1.8376... Generator Loss: 0.2635 Epoch 2/8... Discriminator Loss: 0.0652... Generator Loss: 5.6260 Epoch 2/8... Discriminator Loss: 0.0802... Generator Loss: 4.6658 Epoch 2/8... Discriminator Loss: 0.9515... Generator Loss: 0.8108 Epoch 2/8... Discriminator Loss: 1.2893... Generator Loss: 0.6634
Epoch 2/8... Discriminator Loss: 0.2634... Generator Loss: 2.3144 Epoch 2/8... Discriminator Loss: 0.0402... Generator Loss: 10.7423 Epoch 2/8... Discriminator Loss: 0.2948... Generator Loss: 2.7482 Epoch 2/8... Discriminator Loss: 0.2222... Generator Loss: 2.3784 Epoch 2/8... Discriminator Loss: 1.4078... Generator Loss: 0.6040 Epoch 2/8... Discriminator Loss: 2.1387... Generator Loss: 0.1919 Epoch 2/8... Discriminator Loss: 0.5203... Generator Loss: 1.6726 Epoch 2/8... Discriminator Loss: 0.1394... Generator Loss: 4.0556 Epoch 2/8... Discriminator Loss: 0.1512... Generator Loss: 3.6662 Epoch 2/8... Discriminator Loss: 0.8509... Generator Loss: 2.3839
Epoch 2/8... Discriminator Loss: 0.2324... Generator Loss: 3.5722 Epoch 2/8... Discriminator Loss: 0.3193... Generator Loss: 2.0394 Epoch 2/8... Discriminator Loss: 0.1943... Generator Loss: 2.8933 Epoch 2/8... Discriminator Loss: 0.1627... Generator Loss: 2.7667 Epoch 2/8... Discriminator Loss: 0.1023... Generator Loss: 8.9695 Epoch 2/8... Discriminator Loss: 0.0440... Generator Loss: 6.0773 Epoch 2/8... Discriminator Loss: 0.4876... Generator Loss: 1.4290 Epoch 2/8... Discriminator Loss: 0.1332... Generator Loss: 3.6779 Epoch 2/8... Discriminator Loss: 0.0372... Generator Loss: 5.7285 Epoch 2/8... Discriminator Loss: 0.0260... Generator Loss: 9.0554
Epoch 2/8... Discriminator Loss: 0.4417... Generator Loss: 13.2760 Epoch 2/8... Discriminator Loss: 0.0336... Generator Loss: 7.2763 Epoch 2/8... Discriminator Loss: 0.0301... Generator Loss: 8.1432 Epoch 2/8... Discriminator Loss: 0.1277... Generator Loss: 3.2230 Epoch 2/8... Discriminator Loss: 0.7688... Generator Loss: 12.5982 Epoch 2/8... Discriminator Loss: 2.0613... Generator Loss: 2.3282 Epoch 2/8... Discriminator Loss: 0.9148... Generator Loss: 1.1744 Epoch 2/8... Discriminator Loss: 1.1043... Generator Loss: 0.6237 Epoch 2/8... Discriminator Loss: 0.9137... Generator Loss: 1.4402 Epoch 2/8... Discriminator Loss: 0.8993... Generator Loss: 1.9083
Epoch 2/8... Discriminator Loss: 0.4483... Generator Loss: 2.7901 Epoch 2/8... Discriminator Loss: 0.7627... Generator Loss: 0.9118 Epoch 2/8... Discriminator Loss: 0.2268... Generator Loss: 3.6251 Epoch 2/8... Discriminator Loss: 1.4137... Generator Loss: 1.0128 Epoch 2/8... Discriminator Loss: 1.0306... Generator Loss: 1.1759 Epoch 2/8... Discriminator Loss: 0.9486... Generator Loss: 0.9284 Epoch 2/8... Discriminator Loss: 0.7463... Generator Loss: 1.3079 Epoch 2/8... Discriminator Loss: 0.9111... Generator Loss: 1.0713 Epoch 2/8... Discriminator Loss: 1.1581... Generator Loss: 0.8533 Epoch 2/8... Discriminator Loss: 1.2847... Generator Loss: 0.4860
Epoch 2/8... Discriminator Loss: 1.0733... Generator Loss: 0.6543 Epoch 2/8... Discriminator Loss: 0.6738... Generator Loss: 1.2538 Epoch 2/8... Discriminator Loss: 0.1670... Generator Loss: 3.4534 Epoch 2/8... Discriminator Loss: 0.1839... Generator Loss: 3.9094 Epoch 2/8... Discriminator Loss: 0.6048... Generator Loss: 1.4291 Epoch 2/8... Discriminator Loss: 1.9445... Generator Loss: 1.0626 Epoch 2/8... Discriminator Loss: 1.3553... Generator Loss: 0.5276 Epoch 2/8... Discriminator Loss: 0.6082... Generator Loss: 1.3718 Epoch 2/8... Discriminator Loss: 0.3617... Generator Loss: 2.5587 Epoch 2/8... Discriminator Loss: 0.0680... Generator Loss: 6.7770
Epoch 2/8... Discriminator Loss: 0.2185... Generator Loss: 3.3955 Epoch 2/8... Discriminator Loss: 0.0722... Generator Loss: 4.8809 Epoch 2/8... Discriminator Loss: 0.1763... Generator Loss: 8.5076 Epoch 2/8... Discriminator Loss: 0.1782... Generator Loss: 3.2946 Epoch 2/8... Discriminator Loss: 0.1953... Generator Loss: 4.5477 Epoch 2/8... Discriminator Loss: 0.1854... Generator Loss: 2.4610 Epoch 2/8... Discriminator Loss: 0.4319... Generator Loss: 1.6165 Epoch 2/8... Discriminator Loss: 0.3209... Generator Loss: 2.0725 Epoch 2/8... Discriminator Loss: 0.0107... Generator Loss: 8.8800 Epoch 2/8... Discriminator Loss: 1.5727... Generator Loss: 0.3035
Epoch 2/8... Discriminator Loss: 2.0573... Generator Loss: 0.4819 Epoch 2/8... Discriminator Loss: 0.7673... Generator Loss: 1.4829 Epoch 2/8... Discriminator Loss: 1.0801... Generator Loss: 0.8325 Epoch 2/8... Discriminator Loss: 1.0067... Generator Loss: 1.0066 Epoch 2/8... Discriminator Loss: 0.8561... Generator Loss: 0.8793 Epoch 2/8... Discriminator Loss: 1.0740... Generator Loss: 0.6176 Epoch 2/8... Discriminator Loss: 0.9250... Generator Loss: 0.8034 Epoch 2/8... Discriminator Loss: 1.2545... Generator Loss: 1.6412 Epoch 2/8... Discriminator Loss: 0.9929... Generator Loss: 0.8441 Epoch 2/8... Discriminator Loss: 1.1625... Generator Loss: 0.5537
Epoch 2/8... Discriminator Loss: 1.1202... Generator Loss: 0.5810 Epoch 2/8... Discriminator Loss: 1.2650... Generator Loss: 0.4966 Epoch 2/8... Discriminator Loss: 0.9128... Generator Loss: 1.0373 Epoch 2/8... Discriminator Loss: 1.2457... Generator Loss: 0.4793 Epoch 2/8... Discriminator Loss: 0.9387... Generator Loss: 0.8773 Epoch 2/8... Discriminator Loss: 0.6205... Generator Loss: 2.7947 Epoch 2/8... Discriminator Loss: 4.1658... Generator Loss: 4.0661 Epoch 2/8... Discriminator Loss: 1.2558... Generator Loss: 0.6539 Epoch 2/8... Discriminator Loss: 0.7071... Generator Loss: 1.4229 Epoch 2/8... Discriminator Loss: 1.1819... Generator Loss: 0.6145
Epoch 2/8... Discriminator Loss: 1.0113... Generator Loss: 0.7142 Epoch 2/8... Discriminator Loss: 1.2005... Generator Loss: 0.5664 Epoch 2/8... Discriminator Loss: 1.0203... Generator Loss: 1.0481 Epoch 2/8... Discriminator Loss: 0.5821... Generator Loss: 1.5322 Epoch 2/8... Discriminator Loss: 1.0799... Generator Loss: 0.7799 Epoch 2/8... Discriminator Loss: 0.3752... Generator Loss: 3.6972 Epoch 2/8... Discriminator Loss: 0.3702... Generator Loss: 1.7373 Epoch 2/8... Discriminator Loss: 0.1098... Generator Loss: 4.2608 Epoch 2/8... Discriminator Loss: 0.2782... Generator Loss: 2.7044 Epoch 2/8... Discriminator Loss: 0.9584... Generator Loss: 0.7340
Epoch 2/8... Discriminator Loss: 0.0723... Generator Loss: 7.2244 Epoch 2/8... Discriminator Loss: 0.0535... Generator Loss: 6.2610 Epoch 2/8... Discriminator Loss: 1.6214... Generator Loss: 0.3715 Epoch 2/8... Discriminator Loss: 0.3645... Generator Loss: 2.0679 Epoch 2/8... Discriminator Loss: 1.0567... Generator Loss: 2.1790 Epoch 2/8... Discriminator Loss: 0.9968... Generator Loss: 0.6298 Epoch 2/8... Discriminator Loss: 0.9470... Generator Loss: 0.8780 Epoch 2/8... Discriminator Loss: 0.9401... Generator Loss: 0.9044 Epoch 2/8... Discriminator Loss: 1.3205... Generator Loss: 0.4773 Epoch 2/8... Discriminator Loss: 0.6712... Generator Loss: 1.2618
Epoch 2/8... Discriminator Loss: 1.2953... Generator Loss: 0.5649 Epoch 2/8... Discriminator Loss: 0.3855... Generator Loss: 1.6201 Epoch 2/8... Discriminator Loss: 0.1505... Generator Loss: 4.7597 Epoch 2/8... Discriminator Loss: 0.0810... Generator Loss: 5.2790 Epoch 2/8... Discriminator Loss: 0.0963... Generator Loss: 5.0974 Epoch 2/8... Discriminator Loss: 0.2471... Generator Loss: 6.1699 Epoch 2/8... Discriminator Loss: 0.0690... Generator Loss: 5.0446 Epoch 2/8... Discriminator Loss: 0.6217... Generator Loss: 1.1149 Epoch 2/8... Discriminator Loss: 1.0062... Generator Loss: 0.9227 Epoch 2/8... Discriminator Loss: 0.4820... Generator Loss: 1.8371
Epoch 2/8... Discriminator Loss: 0.8353... Generator Loss: 4.9539 Epoch 2/8... Discriminator Loss: 0.0381... Generator Loss: 5.1832 Epoch 2/8... Discriminator Loss: 0.5623... Generator Loss: 2.2588 Epoch 2/8... Discriminator Loss: 0.0671... Generator Loss: 5.4829 Epoch 2/8... Discriminator Loss: 2.2851... Generator Loss: 0.1682 Epoch 2/8... Discriminator Loss: 2.6197... Generator Loss: 0.1816 Epoch 2/8... Discriminator Loss: 0.8499... Generator Loss: 1.0584 Epoch 2/8... Discriminator Loss: 0.2393... Generator Loss: 3.7828 Epoch 2/8... Discriminator Loss: 0.3851... Generator Loss: 8.5935 Epoch 2/8... Discriminator Loss: 0.0589... Generator Loss: 6.7156
Epoch 2/8... Discriminator Loss: 0.1680... Generator Loss: 11.0505 Epoch 2/8... Discriminator Loss: 0.0843... Generator Loss: 8.0543 Epoch 2/8... Discriminator Loss: 0.3311... Generator Loss: 3.0263 Epoch 2/8... Discriminator Loss: 0.3963... Generator Loss: 1.7213 Epoch 2/8... Discriminator Loss: 0.0356... Generator Loss: 9.4553 Epoch 2/8... Discriminator Loss: 1.0233... Generator Loss: 1.1268 Epoch 2/8... Discriminator Loss: 0.7560... Generator Loss: 1.1821
Epoch 2/8... Discriminator Loss: 1.0132... Generator Loss: 0.5324 Epoch 2/8... Discriminator Loss: 0.9010... Generator Loss: 0.9464 Epoch 2/8... Discriminator Loss: 1.3850... Generator Loss: 0.4707 Epoch 2/8... Discriminator Loss: 1.2448... Generator Loss: 0.4656 Epoch 2/8... Discriminator Loss: 1.1142... Generator Loss: 0.6467 Epoch 2/8... Discriminator Loss: 0.9339... Generator Loss: 0.9621 Epoch 2/8... Discriminator Loss: 1.0350... Generator Loss: 0.9471 Epoch 2/8... Discriminator Loss: 1.4795... Generator Loss: 0.4407 Epoch 2/8... Discriminator Loss: 1.3169... Generator Loss: 0.4420 Epoch 2/8... Discriminator Loss: 0.8978... Generator Loss: 1.2898
Epoch 2/8... Discriminator Loss: 0.6841... Generator Loss: 1.0504 Epoch 2/8... Discriminator Loss: 0.9744... Generator Loss: 0.7606 Epoch 2/8... Discriminator Loss: 1.0819... Generator Loss: 1.3510 Epoch 3/8... Discriminator Loss: 0.6302... Generator Loss: 1.5139 Epoch 3/8... Discriminator Loss: 1.1692... Generator Loss: 0.5317 Epoch 3/8... Discriminator Loss: 1.2147... Generator Loss: 0.4963 Epoch 3/8... Discriminator Loss: 1.1131... Generator Loss: 0.6160 Epoch 3/8... Discriminator Loss: 0.7590... Generator Loss: 1.1619 Epoch 3/8... Discriminator Loss: 1.1438... Generator Loss: 0.6643 Epoch 3/8... Discriminator Loss: 0.8625... Generator Loss: 1.4228
Epoch 3/8... Discriminator Loss: 1.2070... Generator Loss: 0.5432 Epoch 3/8... Discriminator Loss: 1.0472... Generator Loss: 0.7216 Epoch 3/8... Discriminator Loss: 1.3421... Generator Loss: 0.4311 Epoch 3/8... Discriminator Loss: 1.3799... Generator Loss: 0.5080 Epoch 3/8... Discriminator Loss: 1.4193... Generator Loss: 0.3781 Epoch 3/8... Discriminator Loss: 1.2736... Generator Loss: 0.4766 Epoch 3/8... Discriminator Loss: 0.8784... Generator Loss: 0.7544 Epoch 3/8... Discriminator Loss: 1.4643... Generator Loss: 0.4495 Epoch 3/8... Discriminator Loss: 1.0032... Generator Loss: 0.6989 Epoch 3/8... Discriminator Loss: 1.1933... Generator Loss: 0.5471
Epoch 3/8... Discriminator Loss: 0.9810... Generator Loss: 0.7788 Epoch 3/8... Discriminator Loss: 0.7701... Generator Loss: 1.0633 Epoch 3/8... Discriminator Loss: 1.1012... Generator Loss: 0.6282 Epoch 3/8... Discriminator Loss: 0.8972... Generator Loss: 0.9763 Epoch 3/8... Discriminator Loss: 0.8803... Generator Loss: 1.0381 Epoch 3/8... Discriminator Loss: 1.3074... Generator Loss: 2.0788 Epoch 3/8... Discriminator Loss: 0.9753... Generator Loss: 1.0279 Epoch 3/8... Discriminator Loss: 0.8555... Generator Loss: 1.0399 Epoch 3/8... Discriminator Loss: 1.1757... Generator Loss: 0.5346 Epoch 3/8... Discriminator Loss: 0.8185... Generator Loss: 1.2646
Epoch 3/8... Discriminator Loss: 1.0209... Generator Loss: 0.7090 Epoch 3/8... Discriminator Loss: 0.7745... Generator Loss: 1.2170 Epoch 3/8... Discriminator Loss: 1.2284... Generator Loss: 0.4819 Epoch 3/8... Discriminator Loss: 0.9128... Generator Loss: 0.9031 Epoch 3/8... Discriminator Loss: 0.7957... Generator Loss: 1.2089 Epoch 3/8... Discriminator Loss: 1.2006... Generator Loss: 0.6544 Epoch 3/8... Discriminator Loss: 1.2020... Generator Loss: 0.6266 Epoch 3/8... Discriminator Loss: 0.9745... Generator Loss: 0.8674 Epoch 3/8... Discriminator Loss: 0.8145... Generator Loss: 0.7943 Epoch 3/8... Discriminator Loss: 1.1635... Generator Loss: 0.5869
Epoch 3/8... Discriminator Loss: 1.3137... Generator Loss: 0.4250 Epoch 3/8... Discriminator Loss: 1.0680... Generator Loss: 0.6485 Epoch 3/8... Discriminator Loss: 1.1185... Generator Loss: 0.6190 Epoch 3/8... Discriminator Loss: 0.9694... Generator Loss: 1.0903 Epoch 3/8... Discriminator Loss: 1.9929... Generator Loss: 0.2031 Epoch 3/8... Discriminator Loss: 1.3687... Generator Loss: 0.4294 Epoch 3/8... Discriminator Loss: 1.1520... Generator Loss: 1.2338 Epoch 3/8... Discriminator Loss: 1.3794... Generator Loss: 0.4127 Epoch 3/8... Discriminator Loss: 0.8127... Generator Loss: 0.9804 Epoch 3/8... Discriminator Loss: 0.6656... Generator Loss: 1.7650
Epoch 3/8... Discriminator Loss: 1.0873... Generator Loss: 0.6095 Epoch 3/8... Discriminator Loss: 0.9330... Generator Loss: 1.1247 Epoch 3/8... Discriminator Loss: 1.1031... Generator Loss: 0.6691 Epoch 3/8... Discriminator Loss: 0.9502... Generator Loss: 0.8481 Epoch 3/8... Discriminator Loss: 1.2178... Generator Loss: 0.5305 Epoch 3/8... Discriminator Loss: 1.2245... Generator Loss: 0.4606 Epoch 3/8... Discriminator Loss: 1.0783... Generator Loss: 1.2848 Epoch 3/8... Discriminator Loss: 1.6516... Generator Loss: 0.2766 Epoch 3/8... Discriminator Loss: 0.7974... Generator Loss: 1.2336 Epoch 3/8... Discriminator Loss: 0.8754... Generator Loss: 1.0049
Epoch 3/8... Discriminator Loss: 0.6766... Generator Loss: 1.6467 Epoch 3/8... Discriminator Loss: 1.4012... Generator Loss: 0.4052 Epoch 3/8... Discriminator Loss: 0.7787... Generator Loss: 1.2488 Epoch 3/8... Discriminator Loss: 1.1064... Generator Loss: 0.6054 Epoch 3/8... Discriminator Loss: 0.9876... Generator Loss: 1.6679 Epoch 3/8... Discriminator Loss: 1.2092... Generator Loss: 0.6069 Epoch 3/8... Discriminator Loss: 1.1067... Generator Loss: 0.5599 Epoch 3/8... Discriminator Loss: 0.7197... Generator Loss: 1.2347 Epoch 3/8... Discriminator Loss: 0.9353... Generator Loss: 0.7071 Epoch 3/8... Discriminator Loss: 1.5313... Generator Loss: 0.3503
Epoch 3/8... Discriminator Loss: 1.5422... Generator Loss: 0.3235 Epoch 3/8... Discriminator Loss: 1.2526... Generator Loss: 0.4878 Epoch 3/8... Discriminator Loss: 1.2947... Generator Loss: 0.4383 Epoch 3/8... Discriminator Loss: 0.7640... Generator Loss: 1.2776 Epoch 3/8... Discriminator Loss: 0.6423... Generator Loss: 1.0741 Epoch 3/8... Discriminator Loss: 1.2899... Generator Loss: 0.4337 Epoch 3/8... Discriminator Loss: 1.3269... Generator Loss: 1.4911 Epoch 3/8... Discriminator Loss: 0.9613... Generator Loss: 0.9270 Epoch 3/8... Discriminator Loss: 1.0282... Generator Loss: 0.7158 Epoch 3/8... Discriminator Loss: 1.1530... Generator Loss: 0.7860
Epoch 3/8... Discriminator Loss: 0.8213... Generator Loss: 1.3201 Epoch 3/8... Discriminator Loss: 0.9760... Generator Loss: 1.5668 Epoch 3/8... Discriminator Loss: 0.8941... Generator Loss: 1.1460 Epoch 3/8... Discriminator Loss: 0.7813... Generator Loss: 0.9177 Epoch 3/8... Discriminator Loss: 1.1004... Generator Loss: 0.8064 Epoch 3/8... Discriminator Loss: 1.3675... Generator Loss: 0.6941 Epoch 3/8... Discriminator Loss: 0.8320... Generator Loss: 1.2723 Epoch 3/8... Discriminator Loss: 1.0172... Generator Loss: 1.1025 Epoch 3/8... Discriminator Loss: 0.7138... Generator Loss: 1.2221 Epoch 3/8... Discriminator Loss: 0.9588... Generator Loss: 0.8101
Epoch 3/8... Discriminator Loss: 1.2224... Generator Loss: 0.5973 Epoch 3/8... Discriminator Loss: 0.9807... Generator Loss: 1.0290 Epoch 3/8... Discriminator Loss: 0.8714... Generator Loss: 1.0576 Epoch 3/8... Discriminator Loss: 1.3315... Generator Loss: 0.4504 Epoch 3/8... Discriminator Loss: 0.9024... Generator Loss: 1.3927 Epoch 3/8... Discriminator Loss: 1.5988... Generator Loss: 0.3059 Epoch 3/8... Discriminator Loss: 1.1772... Generator Loss: 0.5491 Epoch 3/8... Discriminator Loss: 1.1581... Generator Loss: 1.0360 Epoch 3/8... Discriminator Loss: 0.9591... Generator Loss: 0.7757 Epoch 3/8... Discriminator Loss: 2.0579... Generator Loss: 0.1720
Epoch 3/8... Discriminator Loss: 1.0228... Generator Loss: 1.9691 Epoch 3/8... Discriminator Loss: 0.2212... Generator Loss: 2.7927 Epoch 3/8... Discriminator Loss: 0.1087... Generator Loss: 4.6983 Epoch 3/8... Discriminator Loss: 0.5508... Generator Loss: 5.0906 Epoch 3/8... Discriminator Loss: 1.9288... Generator Loss: 0.2042 Epoch 3/8... Discriminator Loss: 1.3394... Generator Loss: 0.4901 Epoch 3/8... Discriminator Loss: 1.3050... Generator Loss: 0.5208 Epoch 3/8... Discriminator Loss: 1.1916... Generator Loss: 0.5365 Epoch 3/8... Discriminator Loss: 0.7807... Generator Loss: 1.0941 Epoch 3/8... Discriminator Loss: 0.9120... Generator Loss: 1.1897
Epoch 3/8... Discriminator Loss: 1.0316... Generator Loss: 0.6676 Epoch 3/8... Discriminator Loss: 1.0454... Generator Loss: 1.3332 Epoch 3/8... Discriminator Loss: 0.9398... Generator Loss: 0.9690 Epoch 3/8... Discriminator Loss: 1.4886... Generator Loss: 0.3473 Epoch 3/8... Discriminator Loss: 0.8009... Generator Loss: 0.9575 Epoch 3/8... Discriminator Loss: 1.4353... Generator Loss: 1.6165 Epoch 3/8... Discriminator Loss: 0.8227... Generator Loss: 1.4423 Epoch 3/8... Discriminator Loss: 0.5893... Generator Loss: 1.2225 Epoch 3/8... Discriminator Loss: 1.1501... Generator Loss: 0.8258 Epoch 3/8... Discriminator Loss: 0.7635... Generator Loss: 1.0079
Epoch 3/8... Discriminator Loss: 0.8683... Generator Loss: 0.9117 Epoch 3/8... Discriminator Loss: 0.4020... Generator Loss: 2.0074 Epoch 3/8... Discriminator Loss: 1.3874... Generator Loss: 0.4114 Epoch 3/8... Discriminator Loss: 0.1139... Generator Loss: 5.4743 Epoch 3/8... Discriminator Loss: 0.1185... Generator Loss: 3.6118 Epoch 3/8... Discriminator Loss: 1.4581... Generator Loss: 0.3815 Epoch 3/8... Discriminator Loss: 0.2532... Generator Loss: 2.5197 Epoch 3/8... Discriminator Loss: 0.2329... Generator Loss: 2.9834 Epoch 3/8... Discriminator Loss: 1.5028... Generator Loss: 0.3917 Epoch 3/8... Discriminator Loss: 1.7013... Generator Loss: 0.4753
Epoch 3/8... Discriminator Loss: 0.9042... Generator Loss: 0.7532 Epoch 3/8... Discriminator Loss: 1.1419... Generator Loss: 0.6471 Epoch 3/8... Discriminator Loss: 1.6976... Generator Loss: 0.2924 Epoch 3/8... Discriminator Loss: 0.5161... Generator Loss: 1.7224 Epoch 3/8... Discriminator Loss: 0.5056... Generator Loss: 1.7484 Epoch 3/8... Discriminator Loss: 1.4778... Generator Loss: 0.3417 Epoch 3/8... Discriminator Loss: 0.3272... Generator Loss: 4.0330 Epoch 3/8... Discriminator Loss: 0.5377... Generator Loss: 1.6308 Epoch 3/8... Discriminator Loss: 0.7832... Generator Loss: 0.9367 Epoch 3/8... Discriminator Loss: 0.0470... Generator Loss: 8.4927
Epoch 3/8... Discriminator Loss: 0.0392... Generator Loss: 6.7061 Epoch 3/8... Discriminator Loss: 0.1423... Generator Loss: 6.6602 Epoch 3/8... Discriminator Loss: 0.1353... Generator Loss: 9.6128 Epoch 3/8... Discriminator Loss: 0.0648... Generator Loss: 4.8024 Epoch 3/8... Discriminator Loss: 0.1052... Generator Loss: 5.1915 Epoch 3/8... Discriminator Loss: 0.4838... Generator Loss: 7.5506 Epoch 3/8... Discriminator Loss: 0.2360... Generator Loss: 2.0365 Epoch 3/8... Discriminator Loss: 0.0532... Generator Loss: 12.0120 Epoch 3/8... Discriminator Loss: 0.1497... Generator Loss: 6.1984 Epoch 3/8... Discriminator Loss: 0.7683... Generator Loss: 11.0595
Epoch 3/8... Discriminator Loss: 4.2033... Generator Loss: 0.2968 Epoch 3/8... Discriminator Loss: 0.6599... Generator Loss: 3.0964 Epoch 3/8... Discriminator Loss: 0.7157... Generator Loss: 1.0323 Epoch 3/8... Discriminator Loss: 1.7886... Generator Loss: 0.2653 Epoch 3/8... Discriminator Loss: 1.7411... Generator Loss: 0.3188 Epoch 3/8... Discriminator Loss: 1.1155... Generator Loss: 1.5111 Epoch 3/8... Discriminator Loss: 0.6523... Generator Loss: 1.2165 Epoch 3/8... Discriminator Loss: 1.5233... Generator Loss: 0.3852 Epoch 3/8... Discriminator Loss: 1.0714... Generator Loss: 0.8590 Epoch 3/8... Discriminator Loss: 1.4417... Generator Loss: 0.5757
Epoch 3/8... Discriminator Loss: 0.7496... Generator Loss: 1.2256 Epoch 3/8... Discriminator Loss: 1.0816... Generator Loss: 0.7066 Epoch 3/8... Discriminator Loss: 0.9902... Generator Loss: 0.7373 Epoch 3/8... Discriminator Loss: 0.9743... Generator Loss: 0.9966 Epoch 3/8... Discriminator Loss: 1.3476... Generator Loss: 0.4383 Epoch 3/8... Discriminator Loss: 1.0577... Generator Loss: 0.6546 Epoch 3/8... Discriminator Loss: 0.9979... Generator Loss: 0.8521 Epoch 3/8... Discriminator Loss: 1.4862... Generator Loss: 0.3816 Epoch 3/8... Discriminator Loss: 1.2794... Generator Loss: 0.5226 Epoch 3/8... Discriminator Loss: 1.1245... Generator Loss: 0.6431
Epoch 3/8... Discriminator Loss: 0.9930... Generator Loss: 0.9855 Epoch 3/8... Discriminator Loss: 0.8791... Generator Loss: 1.1805 Epoch 3/8... Discriminator Loss: 1.3014... Generator Loss: 0.5321 Epoch 3/8... Discriminator Loss: 0.9059... Generator Loss: 0.7511 Epoch 3/8... Discriminator Loss: 0.5680... Generator Loss: 1.5627 Epoch 3/8... Discriminator Loss: 1.2991... Generator Loss: 0.5534 Epoch 3/8... Discriminator Loss: 0.7746... Generator Loss: 1.1642 Epoch 3/8... Discriminator Loss: 1.4443... Generator Loss: 0.5713 Epoch 3/8... Discriminator Loss: 1.2209... Generator Loss: 0.6362 Epoch 3/8... Discriminator Loss: 1.0011... Generator Loss: 1.1316
Epoch 3/8... Discriminator Loss: 1.2709... Generator Loss: 0.5251 Epoch 3/8... Discriminator Loss: 1.3053... Generator Loss: 0.4692 Epoch 3/8... Discriminator Loss: 1.0267... Generator Loss: 1.4608 Epoch 3/8... Discriminator Loss: 1.0122... Generator Loss: 0.6387 Epoch 3/8... Discriminator Loss: 1.2808... Generator Loss: 1.2446 Epoch 3/8... Discriminator Loss: 0.8580... Generator Loss: 1.2084 Epoch 3/8... Discriminator Loss: 0.8787... Generator Loss: 0.9657 Epoch 3/8... Discriminator Loss: 0.9640... Generator Loss: 0.7385 Epoch 3/8... Discriminator Loss: 1.1667... Generator Loss: 0.8648 Epoch 3/8... Discriminator Loss: 1.2234... Generator Loss: 0.6869
Epoch 3/8... Discriminator Loss: 1.6023... Generator Loss: 0.2941 Epoch 3/8... Discriminator Loss: 0.9468... Generator Loss: 1.1634 Epoch 3/8... Discriminator Loss: 1.0047... Generator Loss: 0.8966 Epoch 3/8... Discriminator Loss: 0.9364... Generator Loss: 0.8352 Epoch 3/8... Discriminator Loss: 1.5164... Generator Loss: 0.8055 Epoch 3/8... Discriminator Loss: 1.2420... Generator Loss: 0.6460 Epoch 3/8... Discriminator Loss: 1.2700... Generator Loss: 0.4915 Epoch 3/8... Discriminator Loss: 1.2959... Generator Loss: 0.4314 Epoch 3/8... Discriminator Loss: 1.1778... Generator Loss: 0.5869 Epoch 3/8... Discriminator Loss: 1.2597... Generator Loss: 0.5178
Epoch 3/8... Discriminator Loss: 1.3659... Generator Loss: 0.4150 Epoch 3/8... Discriminator Loss: 1.1619... Generator Loss: 0.5518 Epoch 3/8... Discriminator Loss: 1.3744... Generator Loss: 0.3897 Epoch 3/8... Discriminator Loss: 0.9714... Generator Loss: 0.9568 Epoch 3/8... Discriminator Loss: 1.1251... Generator Loss: 0.5365 Epoch 3/8... Discriminator Loss: 1.0595... Generator Loss: 0.6780 Epoch 3/8... Discriminator Loss: 1.1139... Generator Loss: 0.6169 Epoch 3/8... Discriminator Loss: 1.6755... Generator Loss: 0.2976 Epoch 3/8... Discriminator Loss: 0.8199... Generator Loss: 1.0362 Epoch 3/8... Discriminator Loss: 1.1426... Generator Loss: 0.5588
Epoch 3/8... Discriminator Loss: 1.0469... Generator Loss: 0.6513 Epoch 3/8... Discriminator Loss: 1.2213... Generator Loss: 0.5397 Epoch 3/8... Discriminator Loss: 1.3121... Generator Loss: 1.1374 Epoch 3/8... Discriminator Loss: 1.0478... Generator Loss: 0.6632 Epoch 3/8... Discriminator Loss: 0.8925... Generator Loss: 0.9233 Epoch 3/8... Discriminator Loss: 1.0727... Generator Loss: 1.0002 Epoch 3/8... Discriminator Loss: 1.0476... Generator Loss: 0.7434 Epoch 3/8... Discriminator Loss: 1.3150... Generator Loss: 0.5878 Epoch 3/8... Discriminator Loss: 1.3486... Generator Loss: 0.4287 Epoch 3/8... Discriminator Loss: 1.2710... Generator Loss: 0.4512
Epoch 3/8... Discriminator Loss: 1.4102... Generator Loss: 0.4865 Epoch 3/8... Discriminator Loss: 0.9664... Generator Loss: 0.9281 Epoch 3/8... Discriminator Loss: 1.1889... Generator Loss: 0.5582 Epoch 3/8... Discriminator Loss: 1.3167... Generator Loss: 0.4926 Epoch 3/8... Discriminator Loss: 1.4104... Generator Loss: 0.6359 Epoch 3/8... Discriminator Loss: 1.0184... Generator Loss: 0.6640 Epoch 3/8... Discriminator Loss: 1.0572... Generator Loss: 1.0091 Epoch 3/8... Discriminator Loss: 1.4865... Generator Loss: 0.3441 Epoch 3/8... Discriminator Loss: 0.8400... Generator Loss: 1.1054 Epoch 3/8... Discriminator Loss: 1.2157... Generator Loss: 0.7899
Epoch 3/8... Discriminator Loss: 0.4948... Generator Loss: 2.0399 Epoch 3/8... Discriminator Loss: 0.1388... Generator Loss: 3.7202 Epoch 3/8... Discriminator Loss: 0.4508... Generator Loss: 1.5250 Epoch 3/8... Discriminator Loss: 0.1135... Generator Loss: 4.9337 Epoch 3/8... Discriminator Loss: 0.9843... Generator Loss: 6.2505 Epoch 3/8... Discriminator Loss: 2.0592... Generator Loss: 0.2662 Epoch 3/8... Discriminator Loss: 3.5414... Generator Loss: 0.0503 Epoch 3/8... Discriminator Loss: 2.3353... Generator Loss: 0.1652 Epoch 3/8... Discriminator Loss: 0.0551... Generator Loss: 6.2527 Epoch 3/8... Discriminator Loss: 0.1970... Generator Loss: 3.4608
Epoch 3/8... Discriminator Loss: 0.0250... Generator Loss: 7.1000 Epoch 3/8... Discriminator Loss: 1.0488... Generator Loss: 0.7630 Epoch 3/8... Discriminator Loss: 0.1472... Generator Loss: 3.2966 Epoch 3/8... Discriminator Loss: 0.0387... Generator Loss: 4.4871 Epoch 3/8... Discriminator Loss: 1.4343... Generator Loss: 0.5002 Epoch 3/8... Discriminator Loss: 0.1314... Generator Loss: 11.9484 Epoch 3/8... Discriminator Loss: 0.0207... Generator Loss: 8.1778 Epoch 3/8... Discriminator Loss: 1.9986... Generator Loss: 0.2326 Epoch 3/8... Discriminator Loss: 0.1194... Generator Loss: 5.2786 Epoch 3/8... Discriminator Loss: 0.1998... Generator Loss: 9.5901
Epoch 3/8... Discriminator Loss: 0.1073... Generator Loss: 2.8371 Epoch 3/8... Discriminator Loss: 0.0252... Generator Loss: 7.4530 Epoch 3/8... Discriminator Loss: 0.8164... Generator Loss: 0.8221 Epoch 3/8... Discriminator Loss: 0.5752... Generator Loss: 1.2842 Epoch 3/8... Discriminator Loss: 0.8701... Generator Loss: 0.9629 Epoch 3/8... Discriminator Loss: 1.4071... Generator Loss: 0.5148 Epoch 3/8... Discriminator Loss: 1.6939... Generator Loss: 0.3040 Epoch 3/8... Discriminator Loss: 1.3369... Generator Loss: 0.4597 Epoch 3/8... Discriminator Loss: 1.2998... Generator Loss: 0.4344 Epoch 3/8... Discriminator Loss: 0.7378... Generator Loss: 0.9436
Epoch 3/8... Discriminator Loss: 1.0876... Generator Loss: 0.7101 Epoch 3/8... Discriminator Loss: 1.1078... Generator Loss: 0.9609 Epoch 3/8... Discriminator Loss: 1.2280... Generator Loss: 0.5832 Epoch 3/8... Discriminator Loss: 0.8077... Generator Loss: 0.7790 Epoch 3/8... Discriminator Loss: 1.0840... Generator Loss: 0.6781 Epoch 3/8... Discriminator Loss: 1.6919... Generator Loss: 0.2855 Epoch 3/8... Discriminator Loss: 1.1390... Generator Loss: 0.6466 Epoch 3/8... Discriminator Loss: 0.8329... Generator Loss: 0.9409 Epoch 3/8... Discriminator Loss: 0.9457... Generator Loss: 0.6990 Epoch 3/8... Discriminator Loss: 0.6817... Generator Loss: 1.1075
Epoch 3/8... Discriminator Loss: 2.4280... Generator Loss: 0.1246 Epoch 3/8... Discriminator Loss: 1.5747... Generator Loss: 0.3326 Epoch 3/8... Discriminator Loss: 1.2646... Generator Loss: 0.8369 Epoch 3/8... Discriminator Loss: 1.0228... Generator Loss: 0.8479 Epoch 3/8... Discriminator Loss: 0.6719... Generator Loss: 1.3537 Epoch 3/8... Discriminator Loss: 1.0007... Generator Loss: 0.7512 Epoch 3/8... Discriminator Loss: 1.0542... Generator Loss: 0.6470 Epoch 3/8... Discriminator Loss: 1.9121... Generator Loss: 0.2168 Epoch 3/8... Discriminator Loss: 0.7086... Generator Loss: 1.3197 Epoch 3/8... Discriminator Loss: 1.6564... Generator Loss: 0.3017
Epoch 3/8... Discriminator Loss: 1.1440... Generator Loss: 1.6971 Epoch 3/8... Discriminator Loss: 1.3326... Generator Loss: 0.5520 Epoch 3/8... Discriminator Loss: 0.9749... Generator Loss: 0.7610 Epoch 3/8... Discriminator Loss: 1.3125... Generator Loss: 0.4915 Epoch 3/8... Discriminator Loss: 1.3499... Generator Loss: 0.6103 Epoch 3/8... Discriminator Loss: 1.1965... Generator Loss: 0.9504 Epoch 3/8... Discriminator Loss: 1.5069... Generator Loss: 0.3465 Epoch 3/8... Discriminator Loss: 1.0930... Generator Loss: 1.0217 Epoch 3/8... Discriminator Loss: 1.1140... Generator Loss: 0.6934 Epoch 3/8... Discriminator Loss: 1.3180... Generator Loss: 0.6301
Epoch 3/8... Discriminator Loss: 1.4637... Generator Loss: 0.3742 Epoch 3/8... Discriminator Loss: 1.1609... Generator Loss: 0.6705 Epoch 3/8... Discriminator Loss: 1.3254... Generator Loss: 0.4165 Epoch 3/8... Discriminator Loss: 1.0572... Generator Loss: 0.9006 Epoch 3/8... Discriminator Loss: 1.4419... Generator Loss: 0.4148 Epoch 3/8... Discriminator Loss: 0.9673... Generator Loss: 0.9058 Epoch 3/8... Discriminator Loss: 1.0448... Generator Loss: 0.6759 Epoch 3/8... Discriminator Loss: 1.4311... Generator Loss: 0.4868 Epoch 3/8... Discriminator Loss: 1.7676... Generator Loss: 0.2555 Epoch 3/8... Discriminator Loss: 1.4967... Generator Loss: 0.5394
Epoch 3/8... Discriminator Loss: 0.9475... Generator Loss: 1.0930 Epoch 3/8... Discriminator Loss: 1.2015... Generator Loss: 0.5922 Epoch 3/8... Discriminator Loss: 1.1465... Generator Loss: 0.6265 Epoch 3/8... Discriminator Loss: 1.1246... Generator Loss: 0.8196 Epoch 3/8... Discriminator Loss: 1.2855... Generator Loss: 0.4757 Epoch 3/8... Discriminator Loss: 0.9917... Generator Loss: 0.7722 Epoch 3/8... Discriminator Loss: 1.0184... Generator Loss: 0.6960 Epoch 3/8... Discriminator Loss: 1.1593... Generator Loss: 0.6278 Epoch 3/8... Discriminator Loss: 1.6630... Generator Loss: 0.3940 Epoch 3/8... Discriminator Loss: 1.6365... Generator Loss: 0.2793
Epoch 3/8... Discriminator Loss: 1.5863... Generator Loss: 0.4840 Epoch 3/8... Discriminator Loss: 1.4451... Generator Loss: 0.4475 Epoch 3/8... Discriminator Loss: 1.2063... Generator Loss: 1.0005 Epoch 3/8... Discriminator Loss: 1.3842... Generator Loss: 0.4355 Epoch 3/8... Discriminator Loss: 1.0103... Generator Loss: 0.7079 Epoch 3/8... Discriminator Loss: 1.0279... Generator Loss: 0.6976 Epoch 3/8... Discriminator Loss: 0.8145... Generator Loss: 1.0547 Epoch 3/8... Discriminator Loss: 1.1537... Generator Loss: 0.6550 Epoch 3/8... Discriminator Loss: 1.2788... Generator Loss: 0.4993 Epoch 4/8... Discriminator Loss: 1.2309... Generator Loss: 0.7396
Epoch 4/8... Discriminator Loss: 1.4158... Generator Loss: 0.4017 Epoch 4/8... Discriminator Loss: 1.2429... Generator Loss: 0.5372 Epoch 4/8... Discriminator Loss: 0.8760... Generator Loss: 1.1656 Epoch 4/8... Discriminator Loss: 0.8020... Generator Loss: 1.2589 Epoch 4/8... Discriminator Loss: 1.4282... Generator Loss: 0.4009 Epoch 4/8... Discriminator Loss: 1.2078... Generator Loss: 0.8233 Epoch 4/8... Discriminator Loss: 1.1326... Generator Loss: 0.5999 Epoch 4/8... Discriminator Loss: 1.4426... Generator Loss: 0.3899 Epoch 4/8... Discriminator Loss: 1.5767... Generator Loss: 0.3303 Epoch 4/8... Discriminator Loss: 1.0744... Generator Loss: 0.8030
Epoch 4/8... Discriminator Loss: 1.5917... Generator Loss: 0.3444 Epoch 4/8... Discriminator Loss: 1.1589... Generator Loss: 0.5801 Epoch 4/8... Discriminator Loss: 1.0301... Generator Loss: 0.6592 Epoch 4/8... Discriminator Loss: 1.2134... Generator Loss: 0.4670 Epoch 4/8... Discriminator Loss: 1.0095... Generator Loss: 0.6954 Epoch 4/8... Discriminator Loss: 0.7983... Generator Loss: 0.9869 Epoch 4/8... Discriminator Loss: 1.2456... Generator Loss: 0.4659 Epoch 4/8... Discriminator Loss: 1.0698... Generator Loss: 0.6871 Epoch 4/8... Discriminator Loss: 1.1453... Generator Loss: 0.6161 Epoch 4/8... Discriminator Loss: 1.2831... Generator Loss: 0.6400
Epoch 4/8... Discriminator Loss: 1.1023... Generator Loss: 0.6163 Epoch 4/8... Discriminator Loss: 1.0708... Generator Loss: 0.6299 Epoch 4/8... Discriminator Loss: 1.3704... Generator Loss: 0.4012 Epoch 4/8... Discriminator Loss: 1.5457... Generator Loss: 0.3620 Epoch 4/8... Discriminator Loss: 1.0282... Generator Loss: 0.7625 Epoch 4/8... Discriminator Loss: 1.0394... Generator Loss: 0.6707 Epoch 4/8... Discriminator Loss: 1.2528... Generator Loss: 0.5842 Epoch 4/8... Discriminator Loss: 0.8192... Generator Loss: 0.9262 Epoch 4/8... Discriminator Loss: 1.2947... Generator Loss: 1.0978 Epoch 4/8... Discriminator Loss: 1.4064... Generator Loss: 0.5364
Epoch 4/8... Discriminator Loss: 1.4014... Generator Loss: 0.4391 Epoch 4/8... Discriminator Loss: 1.3073... Generator Loss: 0.4959 Epoch 4/8... Discriminator Loss: 1.1885... Generator Loss: 0.5761 Epoch 4/8... Discriminator Loss: 0.9850... Generator Loss: 0.6631 Epoch 4/8... Discriminator Loss: 1.1082... Generator Loss: 0.9039 Epoch 4/8... Discriminator Loss: 1.5908... Generator Loss: 0.4458 Epoch 4/8... Discriminator Loss: 1.0001... Generator Loss: 0.8245 Epoch 4/8... Discriminator Loss: 1.3527... Generator Loss: 0.5675 Epoch 4/8... Discriminator Loss: 1.2612... Generator Loss: 0.5183 Epoch 4/8... Discriminator Loss: 1.3373... Generator Loss: 0.4084
Epoch 4/8... Discriminator Loss: 0.5785... Generator Loss: 1.2748 Epoch 4/8... Discriminator Loss: 1.5560... Generator Loss: 0.3369 Epoch 4/8... Discriminator Loss: 0.6810... Generator Loss: 1.1179 Epoch 4/8... Discriminator Loss: 0.2708... Generator Loss: 2.1260 Epoch 4/8... Discriminator Loss: 0.1681... Generator Loss: 3.5034 Epoch 4/8... Discriminator Loss: 0.1960... Generator Loss: 2.8328 Epoch 4/8... Discriminator Loss: 0.2007... Generator Loss: 2.8815 Epoch 4/8... Discriminator Loss: 0.0837... Generator Loss: 3.9973 Epoch 4/8... Discriminator Loss: 0.0932... Generator Loss: 4.6866 Epoch 4/8... Discriminator Loss: 0.1522... Generator Loss: 3.1725
Epoch 4/8... Discriminator Loss: 0.5800... Generator Loss: 1.2073 Epoch 4/8... Discriminator Loss: 0.1468... Generator Loss: 2.9150 Epoch 4/8... Discriminator Loss: 0.4006... Generator Loss: 1.9425 Epoch 4/8... Discriminator Loss: 0.1740... Generator Loss: 5.8914 Epoch 4/8... Discriminator Loss: 0.4230... Generator Loss: 4.0039 Epoch 4/8... Discriminator Loss: 0.3866... Generator Loss: 1.7448 Epoch 4/8... Discriminator Loss: 2.4745... Generator Loss: 5.7001 Epoch 4/8... Discriminator Loss: 1.2860... Generator Loss: 0.4660 Epoch 4/8... Discriminator Loss: 1.4051... Generator Loss: 0.4020 Epoch 4/8... Discriminator Loss: 1.1270... Generator Loss: 0.5589
Epoch 4/8... Discriminator Loss: 1.5889... Generator Loss: 0.3613 Epoch 4/8... Discriminator Loss: 1.1147... Generator Loss: 0.6191 Epoch 4/8... Discriminator Loss: 0.7100... Generator Loss: 1.1775 Epoch 4/8... Discriminator Loss: 0.2125... Generator Loss: 5.4771 Epoch 4/8... Discriminator Loss: 0.0320... Generator Loss: 4.8587 Epoch 4/8... Discriminator Loss: 0.0697... Generator Loss: 8.1105 Epoch 4/8... Discriminator Loss: 0.0530... Generator Loss: 4.4479 Epoch 4/8... Discriminator Loss: 0.0254... Generator Loss: 8.4404 Epoch 4/8... Discriminator Loss: 1.3405... Generator Loss: 0.5154 Epoch 4/8... Discriminator Loss: 1.1454... Generator Loss: 0.6706
Epoch 4/8... Discriminator Loss: 1.2749... Generator Loss: 0.5012 Epoch 4/8... Discriminator Loss: 1.9325... Generator Loss: 0.2699 Epoch 4/8... Discriminator Loss: 1.3415... Generator Loss: 0.7902 Epoch 4/8... Discriminator Loss: 0.7957... Generator Loss: 1.3406 Epoch 4/8... Discriminator Loss: 1.5557... Generator Loss: 0.4126 Epoch 4/8... Discriminator Loss: 0.6522... Generator Loss: 1.4742 Epoch 4/8... Discriminator Loss: 0.8412... Generator Loss: 1.1739 Epoch 4/8... Discriminator Loss: 0.8226... Generator Loss: 1.4005 Epoch 4/8... Discriminator Loss: 1.2071... Generator Loss: 0.6463 Epoch 4/8... Discriminator Loss: 0.0278... Generator Loss: 10.2858
Epoch 4/8... Discriminator Loss: 0.7386... Generator Loss: 1.0861 Epoch 4/8... Discriminator Loss: 0.1165... Generator Loss: 3.7805 Epoch 4/8... Discriminator Loss: 0.0224... Generator Loss: 6.8805 Epoch 4/8... Discriminator Loss: 0.0405... Generator Loss: 6.3203 Epoch 4/8... Discriminator Loss: 0.1433... Generator Loss: 6.6620 Epoch 4/8... Discriminator Loss: 0.0314... Generator Loss: 6.3932 Epoch 4/8... Discriminator Loss: 0.8267... Generator Loss: 4.8354 Epoch 4/8... Discriminator Loss: 0.2252... Generator Loss: 4.7771 Epoch 4/8... Discriminator Loss: 0.0312... Generator Loss: 8.7493 Epoch 4/8... Discriminator Loss: 0.0283... Generator Loss: 7.3368
Epoch 4/8... Discriminator Loss: 0.9101... Generator Loss: 0.9042 Epoch 4/8... Discriminator Loss: 0.8153... Generator Loss: 0.8471 Epoch 4/8... Discriminator Loss: 0.0698... Generator Loss: 12.2065 Epoch 4/8... Discriminator Loss: 0.0755... Generator Loss: 4.8240 Epoch 4/8... Discriminator Loss: 0.0552... Generator Loss: 4.4724 Epoch 4/8... Discriminator Loss: 0.6289... Generator Loss: 1.2905 Epoch 4/8... Discriminator Loss: 0.1203... Generator Loss: 2.9620 Epoch 4/8... Discriminator Loss: 0.5757... Generator Loss: 1.1421 Epoch 4/8... Discriminator Loss: 0.0150... Generator Loss: 13.7891 Epoch 4/8... Discriminator Loss: 0.0875... Generator Loss: 9.9930
Epoch 4/8... Discriminator Loss: 0.0284... Generator Loss: 8.6844 Epoch 4/8... Discriminator Loss: 0.0238... Generator Loss: 9.3209 Epoch 4/8... Discriminator Loss: 0.0067... Generator Loss: 10.1031 Epoch 4/8... Discriminator Loss: 0.0200... Generator Loss: 7.5762 Epoch 4/8... Discriminator Loss: 0.1156... Generator Loss: 3.0995 Epoch 4/8... Discriminator Loss: 0.1379... Generator Loss: 3.0625 Epoch 4/8... Discriminator Loss: 0.0210... Generator Loss: 9.4393 Epoch 4/8... Discriminator Loss: 0.0229... Generator Loss: 4.9462 Epoch 4/8... Discriminator Loss: 0.0104... Generator Loss: 8.1074 Epoch 4/8... Discriminator Loss: 0.0027... Generator Loss: 9.3115
Epoch 4/8... Discriminator Loss: 0.0218... Generator Loss: 10.9757 Epoch 4/8... Discriminator Loss: 0.0071... Generator Loss: 7.9223 Epoch 4/8... Discriminator Loss: 1.1034... Generator Loss: 2.3221 Epoch 4/8... Discriminator Loss: 1.2264... Generator Loss: 0.7427 Epoch 4/8... Discriminator Loss: 0.9265... Generator Loss: 1.3518 Epoch 4/8... Discriminator Loss: 1.8291... Generator Loss: 0.2673 Epoch 4/8... Discriminator Loss: 1.2334... Generator Loss: 0.6353 Epoch 4/8... Discriminator Loss: 0.9629... Generator Loss: 0.9410 Epoch 4/8... Discriminator Loss: 0.8696... Generator Loss: 1.2465 Epoch 4/8... Discriminator Loss: 0.9864... Generator Loss: 0.7867
Epoch 4/8... Discriminator Loss: 2.0271... Generator Loss: 0.2228 Epoch 4/8... Discriminator Loss: 0.8530... Generator Loss: 1.3364 Epoch 4/8... Discriminator Loss: 1.5779... Generator Loss: 0.4003 Epoch 4/8... Discriminator Loss: 1.2641... Generator Loss: 0.6562 Epoch 4/8... Discriminator Loss: 1.4583... Generator Loss: 0.3563 Epoch 4/8... Discriminator Loss: 1.3607... Generator Loss: 0.4238 Epoch 4/8... Discriminator Loss: 1.2206... Generator Loss: 0.6391 Epoch 4/8... Discriminator Loss: 1.2412... Generator Loss: 0.6336 Epoch 4/8... Discriminator Loss: 1.2126... Generator Loss: 0.5318 Epoch 4/8... Discriminator Loss: 0.9653... Generator Loss: 0.9761
Epoch 4/8... Discriminator Loss: 1.2207... Generator Loss: 0.5646 Epoch 4/8... Discriminator Loss: 0.8974... Generator Loss: 1.1513 Epoch 4/8... Discriminator Loss: 1.6203... Generator Loss: 0.3244 Epoch 4/8... Discriminator Loss: 1.0235... Generator Loss: 0.9279 Epoch 4/8... Discriminator Loss: 1.6568... Generator Loss: 0.3121 Epoch 4/8... Discriminator Loss: 0.9701... Generator Loss: 0.8295 Epoch 4/8... Discriminator Loss: 1.4777... Generator Loss: 0.4088 Epoch 4/8... Discriminator Loss: 1.3765... Generator Loss: 0.6185 Epoch 4/8... Discriminator Loss: 0.9512... Generator Loss: 0.8462 Epoch 4/8... Discriminator Loss: 1.1377... Generator Loss: 0.8143
Epoch 4/8... Discriminator Loss: 1.2249... Generator Loss: 0.6195 Epoch 4/8... Discriminator Loss: 1.2055... Generator Loss: 0.5945 Epoch 4/8... Discriminator Loss: 1.0611... Generator Loss: 0.7761 Epoch 4/8... Discriminator Loss: 1.4341... Generator Loss: 0.4976 Epoch 4/8... Discriminator Loss: 1.3759... Generator Loss: 1.7680 Epoch 4/8... Discriminator Loss: 1.2379... Generator Loss: 0.6141 Epoch 4/8... Discriminator Loss: 1.6766... Generator Loss: 0.8390 Epoch 4/8... Discriminator Loss: 1.3563... Generator Loss: 0.5239 Epoch 4/8... Discriminator Loss: 1.2213... Generator Loss: 0.7381 Epoch 4/8... Discriminator Loss: 1.2723... Generator Loss: 0.6554
Epoch 4/8... Discriminator Loss: 0.4974... Generator Loss: 1.4085 Epoch 4/8... Discriminator Loss: 1.6482... Generator Loss: 0.2971 Epoch 4/8... Discriminator Loss: 1.1146... Generator Loss: 0.5973 Epoch 4/8... Discriminator Loss: 1.4921... Generator Loss: 0.3749 Epoch 4/8... Discriminator Loss: 1.4361... Generator Loss: 0.4958 Epoch 4/8... Discriminator Loss: 1.1340... Generator Loss: 1.0823 Epoch 4/8... Discriminator Loss: 1.6113... Generator Loss: 0.3501 Epoch 4/8... Discriminator Loss: 1.4347... Generator Loss: 0.5244 Epoch 4/8... Discriminator Loss: 1.3556... Generator Loss: 0.4870 Epoch 4/8... Discriminator Loss: 1.6144... Generator Loss: 0.7847
Epoch 4/8... Discriminator Loss: 1.6168... Generator Loss: 0.3109 Epoch 4/8... Discriminator Loss: 1.5411... Generator Loss: 0.4301 Epoch 4/8... Discriminator Loss: 1.0184... Generator Loss: 0.9276 Epoch 4/8... Discriminator Loss: 1.1316... Generator Loss: 0.7192 Epoch 4/8... Discriminator Loss: 1.2335... Generator Loss: 0.4938 Epoch 4/8... Discriminator Loss: 1.2690... Generator Loss: 0.8204 Epoch 4/8... Discriminator Loss: 1.1727... Generator Loss: 0.5992 Epoch 4/8... Discriminator Loss: 1.1406... Generator Loss: 0.7485 Epoch 4/8... Discriminator Loss: 1.7604... Generator Loss: 0.2803 Epoch 4/8... Discriminator Loss: 1.3971... Generator Loss: 0.4323
Epoch 4/8... Discriminator Loss: 1.3203... Generator Loss: 0.6523 Epoch 4/8... Discriminator Loss: 1.4131... Generator Loss: 0.3966 Epoch 4/8... Discriminator Loss: 1.0699... Generator Loss: 0.6963 Epoch 4/8... Discriminator Loss: 1.3239... Generator Loss: 0.4328 Epoch 4/8... Discriminator Loss: 1.0166... Generator Loss: 0.9141 Epoch 4/8... Discriminator Loss: 1.4797... Generator Loss: 0.3652 Epoch 4/8... Discriminator Loss: 1.5204... Generator Loss: 0.4169 Epoch 4/8... Discriminator Loss: 1.8224... Generator Loss: 0.2423 Epoch 4/8... Discriminator Loss: 1.4719... Generator Loss: 0.4782 Epoch 4/8... Discriminator Loss: 1.2773... Generator Loss: 0.5108
Epoch 4/8... Discriminator Loss: 1.2319... Generator Loss: 0.5097 Epoch 4/8... Discriminator Loss: 2.1752... Generator Loss: 0.3834 Epoch 4/8... Discriminator Loss: 1.4085... Generator Loss: 0.5890 Epoch 4/8... Discriminator Loss: 1.1035... Generator Loss: 0.6654 Epoch 4/8... Discriminator Loss: 1.3578... Generator Loss: 0.5104 Epoch 4/8... Discriminator Loss: 0.9114... Generator Loss: 0.7973 Epoch 4/8... Discriminator Loss: 1.1106... Generator Loss: 0.7218 Epoch 4/8... Discriminator Loss: 1.0865... Generator Loss: 0.7827 Epoch 4/8... Discriminator Loss: 0.9744... Generator Loss: 0.7245 Epoch 4/8... Discriminator Loss: 1.6683... Generator Loss: 0.3585
Epoch 4/8... Discriminator Loss: 1.2994... Generator Loss: 0.5671 Epoch 4/8... Discriminator Loss: 1.3278... Generator Loss: 0.6621 Epoch 4/8... Discriminator Loss: 1.5378... Generator Loss: 0.5092 Epoch 4/8... Discriminator Loss: 1.3885... Generator Loss: 0.5676 Epoch 4/8... Discriminator Loss: 1.2306... Generator Loss: 0.5948 Epoch 4/8... Discriminator Loss: 1.1511... Generator Loss: 0.8653 Epoch 4/8... Discriminator Loss: 1.3025... Generator Loss: 0.6023 Epoch 4/8... Discriminator Loss: 1.1496... Generator Loss: 0.7161 Epoch 4/8... Discriminator Loss: 1.5927... Generator Loss: 0.3245 Epoch 4/8... Discriminator Loss: 0.9632... Generator Loss: 1.2045
Epoch 4/8... Discriminator Loss: 1.3289... Generator Loss: 0.4707 Epoch 4/8... Discriminator Loss: 1.2967... Generator Loss: 0.5890 Epoch 4/8... Discriminator Loss: 1.2058... Generator Loss: 0.5886 Epoch 4/8... Discriminator Loss: 1.2686... Generator Loss: 0.5746 Epoch 4/8... Discriminator Loss: 1.3969... Generator Loss: 0.4663 Epoch 4/8... Discriminator Loss: 0.9743... Generator Loss: 0.8633 Epoch 4/8... Discriminator Loss: 1.9576... Generator Loss: 0.2375 Epoch 4/8... Discriminator Loss: 1.2815... Generator Loss: 0.5234 Epoch 4/8... Discriminator Loss: 1.6166... Generator Loss: 0.4098 Epoch 4/8... Discriminator Loss: 0.9005... Generator Loss: 0.8805
Epoch 4/8... Discriminator Loss: 1.3953... Generator Loss: 0.5112 Epoch 4/8... Discriminator Loss: 1.1275... Generator Loss: 0.5535 Epoch 4/8... Discriminator Loss: 1.1007... Generator Loss: 0.6326 Epoch 4/8... Discriminator Loss: 1.0850... Generator Loss: 0.6408 Epoch 4/8... Discriminator Loss: 1.4389... Generator Loss: 0.6450 Epoch 4/8... Discriminator Loss: 1.0657... Generator Loss: 0.7665 Epoch 4/8... Discriminator Loss: 1.8132... Generator Loss: 0.2528 Epoch 4/8... Discriminator Loss: 1.5377... Generator Loss: 0.3270 Epoch 4/8... Discriminator Loss: 1.1824... Generator Loss: 0.5103 Epoch 4/8... Discriminator Loss: 1.1237... Generator Loss: 0.6694
Epoch 4/8... Discriminator Loss: 1.3307... Generator Loss: 0.4818 Epoch 4/8... Discriminator Loss: 1.2139... Generator Loss: 0.5116 Epoch 4/8... Discriminator Loss: 1.2510... Generator Loss: 0.5616 Epoch 4/8... Discriminator Loss: 1.5040... Generator Loss: 0.3997 Epoch 4/8... Discriminator Loss: 1.3178... Generator Loss: 0.5115 Epoch 4/8... Discriminator Loss: 1.1740... Generator Loss: 0.5162 Epoch 4/8... Discriminator Loss: 1.3942... Generator Loss: 0.4964 Epoch 4/8... Discriminator Loss: 0.8355... Generator Loss: 0.9124 Epoch 4/8... Discriminator Loss: 1.3191... Generator Loss: 0.6081 Epoch 4/8... Discriminator Loss: 0.8478... Generator Loss: 0.9545
Epoch 4/8... Discriminator Loss: 1.1110... Generator Loss: 0.9159 Epoch 4/8... Discriminator Loss: 1.3176... Generator Loss: 0.4448 Epoch 4/8... Discriminator Loss: 1.2983... Generator Loss: 0.5728 Epoch 4/8... Discriminator Loss: 1.2877... Generator Loss: 0.5525 Epoch 4/8... Discriminator Loss: 1.4598... Generator Loss: 0.4288 Epoch 4/8... Discriminator Loss: 1.1696... Generator Loss: 0.5728 Epoch 4/8... Discriminator Loss: 1.7593... Generator Loss: 0.2569 Epoch 4/8... Discriminator Loss: 1.3837... Generator Loss: 0.5377 Epoch 4/8... Discriminator Loss: 0.7091... Generator Loss: 1.1789 Epoch 4/8... Discriminator Loss: 1.2569... Generator Loss: 0.6114
Epoch 4/8... Discriminator Loss: 1.2676... Generator Loss: 1.1909 Epoch 4/8... Discriminator Loss: 1.1440... Generator Loss: 0.6767 Epoch 4/8... Discriminator Loss: 1.6923... Generator Loss: 0.3068 Epoch 4/8... Discriminator Loss: 1.0912... Generator Loss: 0.7867 Epoch 4/8... Discriminator Loss: 1.4800... Generator Loss: 0.4574 Epoch 4/8... Discriminator Loss: 1.2858... Generator Loss: 0.5730 Epoch 4/8... Discriminator Loss: 1.0933... Generator Loss: 0.6285 Epoch 4/8... Discriminator Loss: 1.5197... Generator Loss: 0.6234 Epoch 4/8... Discriminator Loss: 1.1159... Generator Loss: 0.8185 Epoch 4/8... Discriminator Loss: 0.8018... Generator Loss: 0.8906
Epoch 4/8... Discriminator Loss: 1.6561... Generator Loss: 0.3003 Epoch 4/8... Discriminator Loss: 1.9921... Generator Loss: 0.2399 Epoch 4/8... Discriminator Loss: 0.8917... Generator Loss: 0.8058 Epoch 4/8... Discriminator Loss: 2.1423... Generator Loss: 0.1699 Epoch 4/8... Discriminator Loss: 0.8959... Generator Loss: 1.0305 Epoch 4/8... Discriminator Loss: 1.1686... Generator Loss: 0.6974 Epoch 4/8... Discriminator Loss: 1.4875... Generator Loss: 0.6142 Epoch 4/8... Discriminator Loss: 1.0561... Generator Loss: 0.6883 Epoch 4/8... Discriminator Loss: 0.9043... Generator Loss: 0.7387 Epoch 4/8... Discriminator Loss: 0.2764... Generator Loss: 2.1391
Epoch 4/8... Discriminator Loss: 0.2688... Generator Loss: 2.0699 Epoch 4/8... Discriminator Loss: 0.3912... Generator Loss: 2.1256 Epoch 4/8... Discriminator Loss: 0.0304... Generator Loss: 7.2677 Epoch 4/8... Discriminator Loss: 0.3419... Generator Loss: 2.1473 Epoch 4/8... Discriminator Loss: 0.1032... Generator Loss: 5.0286 Epoch 4/8... Discriminator Loss: 0.7119... Generator Loss: 0.9493 Epoch 4/8... Discriminator Loss: 0.2180... Generator Loss: 2.3877 Epoch 4/8... Discriminator Loss: 0.0407... Generator Loss: 7.0104 Epoch 4/8... Discriminator Loss: 2.1983... Generator Loss: 0.2161 Epoch 4/8... Discriminator Loss: 0.0523... Generator Loss: 5.1985
Epoch 4/8... Discriminator Loss: 0.9925... Generator Loss: 0.7209 Epoch 4/8... Discriminator Loss: 0.0337... Generator Loss: 5.5147 Epoch 4/8... Discriminator Loss: 0.1067... Generator Loss: 4.2246 Epoch 4/8... Discriminator Loss: 0.0249... Generator Loss: 5.9859 Epoch 4/8... Discriminator Loss: 0.0724... Generator Loss: 7.1732 Epoch 4/8... Discriminator Loss: 0.4540... Generator Loss: 1.4631 Epoch 4/8... Discriminator Loss: 0.2695... Generator Loss: 10.9946 Epoch 4/8... Discriminator Loss: 0.2318... Generator Loss: 2.3125 Epoch 4/8... Discriminator Loss: 1.5545... Generator Loss: 0.6701 Epoch 4/8... Discriminator Loss: 0.0811... Generator Loss: 7.3381
Epoch 4/8... Discriminator Loss: 0.4219... Generator Loss: 1.5870 Epoch 4/8... Discriminator Loss: 0.1377... Generator Loss: 3.7355 Epoch 4/8... Discriminator Loss: 0.5270... Generator Loss: 1.2217 Epoch 4/8... Discriminator Loss: 0.0353... Generator Loss: 6.4858 Epoch 4/8... Discriminator Loss: 0.0671... Generator Loss: 4.1384 Epoch 4/8... Discriminator Loss: 0.1271... Generator Loss: 7.4304 Epoch 4/8... Discriminator Loss: 0.0066... Generator Loss: 8.2472 Epoch 4/8... Discriminator Loss: 0.0142... Generator Loss: 8.1130 Epoch 4/8... Discriminator Loss: 0.0898... Generator Loss: 3.1761 Epoch 4/8... Discriminator Loss: 0.0067... Generator Loss: 8.8181
Epoch 4/8... Discriminator Loss: 0.0085... Generator Loss: 12.5420 Epoch 4/8... Discriminator Loss: 0.0040... Generator Loss: 11.5620 Epoch 4/8... Discriminator Loss: 0.0254... Generator Loss: 5.5923 Epoch 4/8... Discriminator Loss: 0.0035... Generator Loss: 13.6775 Epoch 4/8... Discriminator Loss: 0.3484... Generator Loss: 4.0914 Epoch 4/8... Discriminator Loss: 0.0387... Generator Loss: 7.1930 Epoch 4/8... Discriminator Loss: 0.0910... Generator Loss: 3.3745 Epoch 4/8... Discriminator Loss: 0.0068... Generator Loss: 8.9232 Epoch 4/8... Discriminator Loss: 1.5606... Generator Loss: 0.4323 Epoch 4/8... Discriminator Loss: 0.0112... Generator Loss: 12.7321
Epoch 4/8... Discriminator Loss: 0.0184... Generator Loss: 13.3241 Epoch 4/8... Discriminator Loss: 0.0557... Generator Loss: 4.6337 Epoch 4/8... Discriminator Loss: 0.0093... Generator Loss: 10.2363 Epoch 4/8... Discriminator Loss: 0.3869... Generator Loss: 1.6209 Epoch 4/8... Discriminator Loss: 0.2524... Generator Loss: 1.9599 Epoch 4/8... Discriminator Loss: 0.1143... Generator Loss: 3.2946 Epoch 4/8... Discriminator Loss: 0.1390... Generator Loss: 2.5716 Epoch 4/8... Discriminator Loss: 0.6957... Generator Loss: 9.0217 Epoch 4/8... Discriminator Loss: 5.3841... Generator Loss: 4.4223 Epoch 4/8... Discriminator Loss: 0.7989... Generator Loss: 0.9288
Epoch 4/8... Discriminator Loss: 1.5370... Generator Loss: 0.4662 Epoch 4/8... Discriminator Loss: 1.3953... Generator Loss: 0.4473 Epoch 4/8... Discriminator Loss: 1.0920... Generator Loss: 0.9130 Epoch 4/8... Discriminator Loss: 1.0881... Generator Loss: 0.5502 Epoch 4/8... Discriminator Loss: 1.3798... Generator Loss: 0.5069 Epoch 4/8... Discriminator Loss: 0.9791... Generator Loss: 0.8015 Epoch 5/8... Discriminator Loss: 0.7218... Generator Loss: 1.0797 Epoch 5/8... Discriminator Loss: 1.2954... Generator Loss: 0.4364 Epoch 5/8... Discriminator Loss: 1.3694... Generator Loss: 0.4697 Epoch 5/8... Discriminator Loss: 0.7681... Generator Loss: 1.0436
Epoch 5/8... Discriminator Loss: 0.8757... Generator Loss: 0.7021 Epoch 5/8... Discriminator Loss: 1.4947... Generator Loss: 0.3656 Epoch 5/8... Discriminator Loss: 1.0156... Generator Loss: 0.6334 Epoch 5/8... Discriminator Loss: 1.0862... Generator Loss: 1.3005 Epoch 5/8... Discriminator Loss: 1.0042... Generator Loss: 0.8119 Epoch 5/8... Discriminator Loss: 1.3119... Generator Loss: 0.4472 Epoch 5/8... Discriminator Loss: 1.3920... Generator Loss: 0.3809 Epoch 5/8... Discriminator Loss: 1.6675... Generator Loss: 0.2885 Epoch 5/8... Discriminator Loss: 1.6847... Generator Loss: 0.2719 Epoch 5/8... Discriminator Loss: 0.9207... Generator Loss: 0.9582
Epoch 5/8... Discriminator Loss: 1.8013... Generator Loss: 0.2300 Epoch 5/8... Discriminator Loss: 1.1410... Generator Loss: 0.9538 Epoch 5/8... Discriminator Loss: 1.0508... Generator Loss: 1.3159 Epoch 5/8... Discriminator Loss: 1.5401... Generator Loss: 0.5264 Epoch 5/8... Discriminator Loss: 1.0540... Generator Loss: 0.8557 Epoch 5/8... Discriminator Loss: 1.4893... Generator Loss: 0.4347 Epoch 5/8... Discriminator Loss: 1.0764... Generator Loss: 0.6416 Epoch 5/8... Discriminator Loss: 1.2288... Generator Loss: 0.6337 Epoch 5/8... Discriminator Loss: 0.9974... Generator Loss: 1.3335 Epoch 5/8... Discriminator Loss: 1.1339... Generator Loss: 0.6480
Epoch 5/8... Discriminator Loss: 1.0739... Generator Loss: 0.6360 Epoch 5/8... Discriminator Loss: 1.7945... Generator Loss: 0.2741 Epoch 5/8... Discriminator Loss: 1.0628... Generator Loss: 0.8633 Epoch 5/8... Discriminator Loss: 1.1698... Generator Loss: 0.5664 Epoch 5/8... Discriminator Loss: 1.2585... Generator Loss: 0.4635 Epoch 5/8... Discriminator Loss: 1.3582... Generator Loss: 0.4939 Epoch 5/8... Discriminator Loss: 0.8941... Generator Loss: 1.1144 Epoch 5/8... Discriminator Loss: 1.4534... Generator Loss: 0.4286 Epoch 5/8... Discriminator Loss: 1.2649... Generator Loss: 0.6753 Epoch 5/8... Discriminator Loss: 1.4947... Generator Loss: 0.3658
Epoch 5/8... Discriminator Loss: 0.9586... Generator Loss: 0.7541 Epoch 5/8... Discriminator Loss: 1.9937... Generator Loss: 0.2212 Epoch 5/8... Discriminator Loss: 1.4957... Generator Loss: 0.4105 Epoch 5/8... Discriminator Loss: 1.1617... Generator Loss: 0.6751 Epoch 5/8... Discriminator Loss: 1.3752... Generator Loss: 0.7902 Epoch 5/8... Discriminator Loss: 1.5828... Generator Loss: 0.4267 Epoch 5/8... Discriminator Loss: 1.3774... Generator Loss: 0.4059 Epoch 5/8... Discriminator Loss: 1.5123... Generator Loss: 0.3378 Epoch 5/8... Discriminator Loss: 1.6782... Generator Loss: 0.3183 Epoch 5/8... Discriminator Loss: 1.1977... Generator Loss: 0.6855
Epoch 5/8... Discriminator Loss: 1.7597... Generator Loss: 0.3061 Epoch 5/8... Discriminator Loss: 1.1969... Generator Loss: 0.6199 Epoch 5/8... Discriminator Loss: 0.9198... Generator Loss: 0.9771 Epoch 5/8... Discriminator Loss: 1.1073... Generator Loss: 1.2296 Epoch 5/8... Discriminator Loss: 1.3275... Generator Loss: 0.7920 Epoch 5/8... Discriminator Loss: 1.5132... Generator Loss: 0.5047 Epoch 5/8... Discriminator Loss: 1.7980... Generator Loss: 0.2912 Epoch 5/8... Discriminator Loss: 1.1746... Generator Loss: 0.6895 Epoch 5/8... Discriminator Loss: 1.3344... Generator Loss: 0.4829 Epoch 5/8... Discriminator Loss: 1.3671... Generator Loss: 0.4191
Epoch 5/8... Discriminator Loss: 1.6091... Generator Loss: 0.2978 Epoch 5/8... Discriminator Loss: 0.8583... Generator Loss: 1.3467 Epoch 5/8... Discriminator Loss: 0.9645... Generator Loss: 0.8400 Epoch 5/8... Discriminator Loss: 0.8914... Generator Loss: 1.1897 Epoch 5/8... Discriminator Loss: 1.2731... Generator Loss: 0.6726 Epoch 5/8... Discriminator Loss: 1.3226... Generator Loss: 0.5393 Epoch 5/8... Discriminator Loss: 1.3665... Generator Loss: 0.6043 Epoch 5/8... Discriminator Loss: 1.2065... Generator Loss: 0.6911 Epoch 5/8... Discriminator Loss: 1.5071... Generator Loss: 0.3494 Epoch 5/8... Discriminator Loss: 1.3366... Generator Loss: 0.9329
Epoch 5/8... Discriminator Loss: 1.1544... Generator Loss: 0.5470 Epoch 5/8... Discriminator Loss: 0.8456... Generator Loss: 1.0018 Epoch 5/8... Discriminator Loss: 1.7361... Generator Loss: 0.2704 Epoch 5/8... Discriminator Loss: 1.4146... Generator Loss: 0.4898 Epoch 5/8... Discriminator Loss: 1.5910... Generator Loss: 0.3332 Epoch 5/8... Discriminator Loss: 1.3505... Generator Loss: 0.9112 Epoch 5/8... Discriminator Loss: 0.7520... Generator Loss: 1.0204 Epoch 5/8... Discriminator Loss: 1.3311... Generator Loss: 0.4725 Epoch 5/8... Discriminator Loss: 1.3957... Generator Loss: 0.4142 Epoch 5/8... Discriminator Loss: 1.3942... Generator Loss: 0.6636
Epoch 5/8... Discriminator Loss: 1.4647... Generator Loss: 0.4160 Epoch 5/8... Discriminator Loss: 1.6811... Generator Loss: 0.3138 Epoch 5/8... Discriminator Loss: 1.4528... Generator Loss: 0.5651 Epoch 5/8... Discriminator Loss: 1.2341... Generator Loss: 0.6764 Epoch 5/8... Discriminator Loss: 1.4648... Generator Loss: 0.3741 Epoch 5/8... Discriminator Loss: 1.6122... Generator Loss: 0.4210 Epoch 5/8... Discriminator Loss: 0.9950... Generator Loss: 1.0158 Epoch 5/8... Discriminator Loss: 1.2162... Generator Loss: 0.5195 Epoch 5/8... Discriminator Loss: 1.0612... Generator Loss: 0.8357 Epoch 5/8... Discriminator Loss: 1.3107... Generator Loss: 0.7350
Epoch 5/8... Discriminator Loss: 1.3871... Generator Loss: 0.4885 Epoch 5/8... Discriminator Loss: 1.1149... Generator Loss: 0.5695 Epoch 5/8... Discriminator Loss: 1.0536... Generator Loss: 0.7267 Epoch 5/8... Discriminator Loss: 0.8035... Generator Loss: 1.3166 Epoch 5/8... Discriminator Loss: 1.3553... Generator Loss: 0.4488 Epoch 5/8... Discriminator Loss: 1.3757... Generator Loss: 0.4361 Epoch 5/8... Discriminator Loss: 1.5469... Generator Loss: 0.5133 Epoch 5/8... Discriminator Loss: 1.1061... Generator Loss: 0.8322 Epoch 5/8... Discriminator Loss: 1.6312... Generator Loss: 0.3299 Epoch 5/8... Discriminator Loss: 1.3525... Generator Loss: 0.5508
Epoch 5/8... Discriminator Loss: 1.7209... Generator Loss: 0.5025 Epoch 5/8... Discriminator Loss: 1.2202... Generator Loss: 0.5538 Epoch 5/8... Discriminator Loss: 1.5968... Generator Loss: 0.3619 Epoch 5/8... Discriminator Loss: 1.4388... Generator Loss: 0.4437 Epoch 5/8... Discriminator Loss: 1.1585... Generator Loss: 0.5569 Epoch 5/8... Discriminator Loss: 1.7507... Generator Loss: 0.3074 Epoch 5/8... Discriminator Loss: 1.3003... Generator Loss: 0.6008 Epoch 5/8... Discriminator Loss: 1.5204... Generator Loss: 0.3584 Epoch 5/8... Discriminator Loss: 1.7298... Generator Loss: 0.3518 Epoch 5/8... Discriminator Loss: 1.5842... Generator Loss: 0.3268
Epoch 5/8... Discriminator Loss: 1.1217... Generator Loss: 0.6527 Epoch 5/8... Discriminator Loss: 1.4482... Generator Loss: 0.5439 Epoch 5/8... Discriminator Loss: 1.1504... Generator Loss: 0.7144 Epoch 5/8... Discriminator Loss: 1.2424... Generator Loss: 0.5404 Epoch 5/8... Discriminator Loss: 1.6233... Generator Loss: 0.3326 Epoch 5/8... Discriminator Loss: 1.3565... Generator Loss: 0.9152 Epoch 5/8... Discriminator Loss: 1.5847... Generator Loss: 1.0231 Epoch 5/8... Discriminator Loss: 0.9381... Generator Loss: 0.9113 Epoch 5/8... Discriminator Loss: 1.0101... Generator Loss: 0.7534 Epoch 5/8... Discriminator Loss: 1.1538... Generator Loss: 0.6563
Epoch 5/8... Discriminator Loss: 1.7228... Generator Loss: 0.3332 Epoch 5/8... Discriminator Loss: 1.0451... Generator Loss: 0.7562 Epoch 5/8... Discriminator Loss: 1.4115... Generator Loss: 0.4195 Epoch 5/8... Discriminator Loss: 1.4000... Generator Loss: 0.5293 Epoch 5/8... Discriminator Loss: 1.3765... Generator Loss: 0.6548 Epoch 5/8... Discriminator Loss: 1.6186... Generator Loss: 0.4268 Epoch 5/8... Discriminator Loss: 1.3255... Generator Loss: 0.4520 Epoch 5/8... Discriminator Loss: 0.9454... Generator Loss: 0.8980 Epoch 5/8... Discriminator Loss: 1.4307... Generator Loss: 0.4399 Epoch 5/8... Discriminator Loss: 1.3097... Generator Loss: 0.4735
Epoch 5/8... Discriminator Loss: 0.9794... Generator Loss: 0.9898 Epoch 5/8... Discriminator Loss: 1.5539... Generator Loss: 0.3476 Epoch 5/8... Discriminator Loss: 1.3830... Generator Loss: 0.4391 Epoch 5/8... Discriminator Loss: 1.3817... Generator Loss: 0.5517 Epoch 5/8... Discriminator Loss: 1.1342... Generator Loss: 0.6986 Epoch 5/8... Discriminator Loss: 1.0040... Generator Loss: 1.1084 Epoch 5/8... Discriminator Loss: 1.3728... Generator Loss: 0.4005 Epoch 5/8... Discriminator Loss: 1.3742... Generator Loss: 0.5070 Epoch 5/8... Discriminator Loss: 1.4845... Generator Loss: 0.4043 Epoch 5/8... Discriminator Loss: 1.1815... Generator Loss: 0.6221
Epoch 5/8... Discriminator Loss: 1.2793... Generator Loss: 0.5385 Epoch 5/8... Discriminator Loss: 1.2397... Generator Loss: 0.5240 Epoch 5/8... Discriminator Loss: 1.0557... Generator Loss: 0.6434 Epoch 5/8... Discriminator Loss: 1.3107... Generator Loss: 0.5747 Epoch 5/8... Discriminator Loss: 1.1535... Generator Loss: 0.5969 Epoch 5/8... Discriminator Loss: 1.5969... Generator Loss: 0.3822 Epoch 5/8... Discriminator Loss: 1.7130... Generator Loss: 0.2663 Epoch 5/8... Discriminator Loss: 1.1166... Generator Loss: 1.1247 Epoch 5/8... Discriminator Loss: 1.3766... Generator Loss: 0.6598 Epoch 5/8... Discriminator Loss: 1.1647... Generator Loss: 0.6759
Epoch 5/8... Discriminator Loss: 1.5234... Generator Loss: 0.3738 Epoch 5/8... Discriminator Loss: 1.7438... Generator Loss: 0.3374 Epoch 5/8... Discriminator Loss: 1.3646... Generator Loss: 0.4040 Epoch 5/8... Discriminator Loss: 0.9424... Generator Loss: 0.7608 Epoch 5/8... Discriminator Loss: 1.2756... Generator Loss: 0.7868 Epoch 5/8... Discriminator Loss: 1.0800... Generator Loss: 0.6269 Epoch 5/8... Discriminator Loss: 1.2685... Generator Loss: 0.4439 Epoch 5/8... Discriminator Loss: 1.3951... Generator Loss: 0.4239 Epoch 5/8... Discriminator Loss: 1.2680... Generator Loss: 0.5594 Epoch 5/8... Discriminator Loss: 1.0752... Generator Loss: 0.6236
Epoch 5/8... Discriminator Loss: 1.9425... Generator Loss: 0.2073 Epoch 5/8... Discriminator Loss: 1.4656... Generator Loss: 0.4808 Epoch 5/8... Discriminator Loss: 1.3858... Generator Loss: 0.6114 Epoch 5/8... Discriminator Loss: 0.8695... Generator Loss: 1.1288 Epoch 5/8... Discriminator Loss: 1.3516... Generator Loss: 0.5628 Epoch 5/8... Discriminator Loss: 1.3737... Generator Loss: 0.5806 Epoch 5/8... Discriminator Loss: 1.4231... Generator Loss: 0.6394 Epoch 5/8... Discriminator Loss: 1.1158... Generator Loss: 0.7753 Epoch 5/8... Discriminator Loss: 1.3907... Generator Loss: 0.5682 Epoch 5/8... Discriminator Loss: 1.3686... Generator Loss: 0.5609
Epoch 5/8... Discriminator Loss: 1.4547... Generator Loss: 0.3795 Epoch 5/8... Discriminator Loss: 1.3696... Generator Loss: 0.6357 Epoch 5/8... Discriminator Loss: 0.8354... Generator Loss: 0.9058 Epoch 5/8... Discriminator Loss: 1.0689... Generator Loss: 0.6909 Epoch 5/8... Discriminator Loss: 1.4447... Generator Loss: 0.5388 Epoch 5/8... Discriminator Loss: 1.5673... Generator Loss: 0.3695 Epoch 5/8... Discriminator Loss: 1.2865... Generator Loss: 0.5677 Epoch 5/8... Discriminator Loss: 1.3008... Generator Loss: 0.5595 Epoch 5/8... Discriminator Loss: 1.2296... Generator Loss: 0.5032 Epoch 5/8... Discriminator Loss: 1.0515... Generator Loss: 0.9000
Epoch 5/8... Discriminator Loss: 1.5800... Generator Loss: 0.3781 Epoch 5/8... Discriminator Loss: 1.6186... Generator Loss: 0.6398 Epoch 5/8... Discriminator Loss: 0.9936... Generator Loss: 0.7320 Epoch 5/8... Discriminator Loss: 1.5576... Generator Loss: 0.3323 Epoch 5/8... Discriminator Loss: 1.2460... Generator Loss: 0.6382 Epoch 5/8... Discriminator Loss: 1.2372... Generator Loss: 0.5742 Epoch 5/8... Discriminator Loss: 1.3048... Generator Loss: 0.5291 Epoch 5/8... Discriminator Loss: 1.3273... Generator Loss: 0.5947 Epoch 5/8... Discriminator Loss: 0.6563... Generator Loss: 1.5360 Epoch 5/8... Discriminator Loss: 0.8433... Generator Loss: 0.9613
Epoch 5/8... Discriminator Loss: 1.1524... Generator Loss: 0.6667 Epoch 5/8... Discriminator Loss: 1.5758... Generator Loss: 0.3262 Epoch 5/8... Discriminator Loss: 0.0870... Generator Loss: 4.6019 Epoch 5/8... Discriminator Loss: 0.8327... Generator Loss: 1.0468 Epoch 5/8... Discriminator Loss: 0.2613... Generator Loss: 2.1624 Epoch 5/8... Discriminator Loss: 0.1263... Generator Loss: 3.4361 Epoch 5/8... Discriminator Loss: 0.0725... Generator Loss: 3.9758 Epoch 5/8... Discriminator Loss: 0.0073... Generator Loss: 6.9721 Epoch 5/8... Discriminator Loss: 3.1348... Generator Loss: 0.0671 Epoch 5/8... Discriminator Loss: 2.2639... Generator Loss: 0.4457
Epoch 5/8... Discriminator Loss: 0.0606... Generator Loss: 4.5472 Epoch 5/8... Discriminator Loss: 0.1642... Generator Loss: 3.3996 Epoch 5/8... Discriminator Loss: 0.5420... Generator Loss: 1.4673 Epoch 5/8... Discriminator Loss: 0.0413... Generator Loss: 6.0298 Epoch 5/8... Discriminator Loss: 0.6013... Generator Loss: 1.1559 Epoch 5/8... Discriminator Loss: 0.1840... Generator Loss: 7.5019 Epoch 5/8... Discriminator Loss: 0.3189... Generator Loss: 2.4974 Epoch 5/8... Discriminator Loss: 0.0046... Generator Loss: 9.0680 Epoch 5/8... Discriminator Loss: 0.0162... Generator Loss: 8.2908 Epoch 5/8... Discriminator Loss: 0.0446... Generator Loss: 6.4872
Epoch 5/8... Discriminator Loss: 0.7248... Generator Loss: 1.2662 Epoch 5/8... Discriminator Loss: 0.3038... Generator Loss: 2.0490 Epoch 5/8... Discriminator Loss: 0.7088... Generator Loss: 0.9278 Epoch 5/8... Discriminator Loss: 0.8893... Generator Loss: 0.6837 Epoch 5/8... Discriminator Loss: 0.1821... Generator Loss: 7.5821 Epoch 5/8... Discriminator Loss: 0.0131... Generator Loss: 6.7284 Epoch 5/8... Discriminator Loss: 0.8371... Generator Loss: 0.9939 Epoch 5/8... Discriminator Loss: 0.6419... Generator Loss: 1.1476 Epoch 5/8... Discriminator Loss: 0.0262... Generator Loss: 6.7131 Epoch 5/8... Discriminator Loss: 2.5791... Generator Loss: 10.1241
Epoch 5/8... Discriminator Loss: 0.9480... Generator Loss: 0.7534 Epoch 5/8... Discriminator Loss: 1.6727... Generator Loss: 0.2816 Epoch 5/8... Discriminator Loss: 0.9056... Generator Loss: 0.8068 Epoch 5/8... Discriminator Loss: 1.3444... Generator Loss: 1.4763 Epoch 5/8... Discriminator Loss: 1.0985... Generator Loss: 0.6394 Epoch 5/8... Discriminator Loss: 1.3490... Generator Loss: 0.4351 Epoch 5/8... Discriminator Loss: 1.2668... Generator Loss: 0.4675 Epoch 5/8... Discriminator Loss: 1.1817... Generator Loss: 0.5683 Epoch 5/8... Discriminator Loss: 0.8369... Generator Loss: 1.0370 Epoch 5/8... Discriminator Loss: 0.9869... Generator Loss: 0.7352
Epoch 5/8... Discriminator Loss: 1.2965... Generator Loss: 0.4742 Epoch 5/8... Discriminator Loss: 0.9063... Generator Loss: 0.8860 Epoch 5/8... Discriminator Loss: 1.2630... Generator Loss: 0.5650 Epoch 5/8... Discriminator Loss: 0.9821... Generator Loss: 0.6509 Epoch 5/8... Discriminator Loss: 0.8432... Generator Loss: 1.0196 Epoch 5/8... Discriminator Loss: 1.5052... Generator Loss: 0.3713 Epoch 5/8... Discriminator Loss: 1.2062... Generator Loss: 0.5365 Epoch 5/8... Discriminator Loss: 1.0837... Generator Loss: 0.6415 Epoch 5/8... Discriminator Loss: 1.1492... Generator Loss: 0.8441 Epoch 5/8... Discriminator Loss: 1.3028... Generator Loss: 0.7729
Epoch 5/8... Discriminator Loss: 1.0603... Generator Loss: 0.8320 Epoch 5/8... Discriminator Loss: 1.3182... Generator Loss: 0.4861 Epoch 5/8... Discriminator Loss: 0.8651... Generator Loss: 0.9015 Epoch 5/8... Discriminator Loss: 1.3795... Generator Loss: 0.4316 Epoch 5/8... Discriminator Loss: 1.2577... Generator Loss: 0.6337 Epoch 5/8... Discriminator Loss: 1.1920... Generator Loss: 0.6358 Epoch 5/8... Discriminator Loss: 1.3617... Generator Loss: 0.4459 Epoch 5/8... Discriminator Loss: 0.9934... Generator Loss: 0.7542 Epoch 5/8... Discriminator Loss: 1.2105... Generator Loss: 0.5777 Epoch 5/8... Discriminator Loss: 1.4953... Generator Loss: 0.3955
Epoch 5/8... Discriminator Loss: 1.2188... Generator Loss: 0.6073 Epoch 5/8... Discriminator Loss: 1.0924... Generator Loss: 0.5777 Epoch 5/8... Discriminator Loss: 1.4261... Generator Loss: 0.5295 Epoch 5/8... Discriminator Loss: 1.5104... Generator Loss: 1.3969 Epoch 5/8... Discriminator Loss: 1.7224... Generator Loss: 0.3094 Epoch 5/8... Discriminator Loss: 1.5893... Generator Loss: 0.3319 Epoch 5/8... Discriminator Loss: 1.2107... Generator Loss: 0.9841 Epoch 5/8... Discriminator Loss: 1.2208... Generator Loss: 0.6435 Epoch 5/8... Discriminator Loss: 1.6421... Generator Loss: 0.2934 Epoch 5/8... Discriminator Loss: 2.3150... Generator Loss: 0.2019
Epoch 5/8... Discriminator Loss: 1.1909... Generator Loss: 0.8791 Epoch 5/8... Discriminator Loss: 1.4414... Generator Loss: 0.4398 Epoch 5/8... Discriminator Loss: 1.0982... Generator Loss: 0.6054 Epoch 5/8... Discriminator Loss: 1.2815... Generator Loss: 0.5224 Epoch 5/8... Discriminator Loss: 1.3943... Generator Loss: 0.6111 Epoch 5/8... Discriminator Loss: 1.1280... Generator Loss: 1.1340 Epoch 5/8... Discriminator Loss: 1.3674... Generator Loss: 0.4941 Epoch 5/8... Discriminator Loss: 1.4222... Generator Loss: 1.1406 Epoch 5/8... Discriminator Loss: 1.6348... Generator Loss: 0.3470 Epoch 5/8... Discriminator Loss: 0.9993... Generator Loss: 0.9330
Epoch 5/8... Discriminator Loss: 1.1536... Generator Loss: 1.0075 Epoch 5/8... Discriminator Loss: 1.4480... Generator Loss: 0.5927 Epoch 5/8... Discriminator Loss: 1.2311... Generator Loss: 0.5661 Epoch 5/8... Discriminator Loss: 1.4095... Generator Loss: 0.4138 Epoch 5/8... Discriminator Loss: 1.0965... Generator Loss: 0.7291 Epoch 5/8... Discriminator Loss: 1.5478... Generator Loss: 0.3782 Epoch 5/8... Discriminator Loss: 1.0598... Generator Loss: 1.0330 Epoch 5/8... Discriminator Loss: 1.3212... Generator Loss: 0.5356 Epoch 5/8... Discriminator Loss: 1.5606... Generator Loss: 0.3111 Epoch 5/8... Discriminator Loss: 1.1236... Generator Loss: 0.6207
Epoch 5/8... Discriminator Loss: 1.4630... Generator Loss: 0.4299 Epoch 5/8... Discriminator Loss: 1.2219... Generator Loss: 0.7949 Epoch 5/8... Discriminator Loss: 1.5292... Generator Loss: 0.4068 Epoch 5/8... Discriminator Loss: 1.4472... Generator Loss: 0.5494 Epoch 5/8... Discriminator Loss: 1.5144... Generator Loss: 0.3635 Epoch 5/8... Discriminator Loss: 1.2190... Generator Loss: 0.6265 Epoch 5/8... Discriminator Loss: 1.2646... Generator Loss: 0.5959 Epoch 5/8... Discriminator Loss: 1.5397... Generator Loss: 0.3364 Epoch 5/8... Discriminator Loss: 1.4861... Generator Loss: 1.0222 Epoch 5/8... Discriminator Loss: 1.2985... Generator Loss: 0.5719
Epoch 5/8... Discriminator Loss: 1.1669... Generator Loss: 0.6542 Epoch 5/8... Discriminator Loss: 1.3693... Generator Loss: 0.4958 Epoch 5/8... Discriminator Loss: 1.7759... Generator Loss: 0.3265 Epoch 5/8... Discriminator Loss: 1.5321... Generator Loss: 0.3609 Epoch 5/8... Discriminator Loss: 1.3635... Generator Loss: 0.4867 Epoch 5/8... Discriminator Loss: 1.1809... Generator Loss: 0.7721 Epoch 5/8... Discriminator Loss: 1.4480... Generator Loss: 0.4777 Epoch 5/8... Discriminator Loss: 1.7455... Generator Loss: 0.4997 Epoch 5/8... Discriminator Loss: 1.2196... Generator Loss: 0.5653 Epoch 5/8... Discriminator Loss: 1.0620... Generator Loss: 0.6308
Epoch 5/8... Discriminator Loss: 1.2546... Generator Loss: 0.6974 Epoch 5/8... Discriminator Loss: 1.5086... Generator Loss: 0.3426 Epoch 5/8... Discriminator Loss: 0.9137... Generator Loss: 0.8960 Epoch 5/8... Discriminator Loss: 1.0015... Generator Loss: 1.2054 Epoch 5/8... Discriminator Loss: 1.0631... Generator Loss: 0.7868 Epoch 5/8... Discriminator Loss: 1.0356... Generator Loss: 0.8974 Epoch 5/8... Discriminator Loss: 1.1643... Generator Loss: 0.5962 Epoch 5/8... Discriminator Loss: 1.0827... Generator Loss: 0.6732 Epoch 5/8... Discriminator Loss: 1.1669... Generator Loss: 0.5616 Epoch 5/8... Discriminator Loss: 0.9891... Generator Loss: 0.7790
Epoch 5/8... Discriminator Loss: 1.3118... Generator Loss: 0.5995 Epoch 5/8... Discriminator Loss: 1.3324... Generator Loss: 0.5764 Epoch 5/8... Discriminator Loss: 1.4659... Generator Loss: 0.4062 Epoch 5/8... Discriminator Loss: 1.2171... Generator Loss: 0.6142 Epoch 5/8... Discriminator Loss: 1.2026... Generator Loss: 0.5274 Epoch 5/8... Discriminator Loss: 1.8402... Generator Loss: 0.4841 Epoch 5/8... Discriminator Loss: 1.7638... Generator Loss: 0.2946 Epoch 5/8... Discriminator Loss: 0.7526... Generator Loss: 0.8526 Epoch 5/8... Discriminator Loss: 1.2412... Generator Loss: 0.5451 Epoch 5/8... Discriminator Loss: 1.0564... Generator Loss: 0.7132
Epoch 5/8... Discriminator Loss: 1.3172... Generator Loss: 0.5872 Epoch 5/8... Discriminator Loss: 1.3806... Generator Loss: 0.4343 Epoch 6/8... Discriminator Loss: 1.4311... Generator Loss: 0.4205 Epoch 6/8... Discriminator Loss: 1.4519... Generator Loss: 0.4186 Epoch 6/8... Discriminator Loss: 1.3225... Generator Loss: 0.5146 Epoch 6/8... Discriminator Loss: 1.1820... Generator Loss: 0.7276 Epoch 6/8... Discriminator Loss: 1.0748... Generator Loss: 0.7807 Epoch 6/8... Discriminator Loss: 2.2434... Generator Loss: 0.1884 Epoch 6/8... Discriminator Loss: 1.2814... Generator Loss: 1.1989 Epoch 6/8... Discriminator Loss: 1.1916... Generator Loss: 0.6962
Epoch 6/8... Discriminator Loss: 1.5174... Generator Loss: 0.3471 Epoch 6/8... Discriminator Loss: 1.7048... Generator Loss: 0.3192 Epoch 6/8... Discriminator Loss: 1.5175... Generator Loss: 0.3468 Epoch 6/8... Discriminator Loss: 1.4547... Generator Loss: 0.8127 Epoch 6/8... Discriminator Loss: 1.3477... Generator Loss: 0.5946 Epoch 6/8... Discriminator Loss: 1.0051... Generator Loss: 0.7112 Epoch 6/8... Discriminator Loss: 1.3008... Generator Loss: 0.4721 Epoch 6/8... Discriminator Loss: 1.4601... Generator Loss: 0.5462 Epoch 6/8... Discriminator Loss: 2.0718... Generator Loss: 0.2116 Epoch 6/8... Discriminator Loss: 1.6381... Generator Loss: 0.3342
Epoch 6/8... Discriminator Loss: 1.1969... Generator Loss: 1.1541 Epoch 6/8... Discriminator Loss: 1.3542... Generator Loss: 0.6081 Epoch 6/8... Discriminator Loss: 1.4161... Generator Loss: 0.6584 Epoch 6/8... Discriminator Loss: 1.5333... Generator Loss: 0.3916 Epoch 6/8... Discriminator Loss: 1.0156... Generator Loss: 0.9852 Epoch 6/8... Discriminator Loss: 1.5811... Generator Loss: 0.4711 Epoch 6/8... Discriminator Loss: 1.5516... Generator Loss: 0.3589 Epoch 6/8... Discriminator Loss: 1.2627... Generator Loss: 0.6471 Epoch 6/8... Discriminator Loss: 1.4040... Generator Loss: 0.5782 Epoch 6/8... Discriminator Loss: 1.1447... Generator Loss: 0.8215
Epoch 6/8... Discriminator Loss: 1.1094... Generator Loss: 0.9150 Epoch 6/8... Discriminator Loss: 1.5639... Generator Loss: 0.3811 Epoch 6/8... Discriminator Loss: 1.5847... Generator Loss: 0.4261 Epoch 6/8... Discriminator Loss: 1.3408... Generator Loss: 0.6202 Epoch 6/8... Discriminator Loss: 0.9590... Generator Loss: 1.0389 Epoch 6/8... Discriminator Loss: 1.2282... Generator Loss: 0.5746 Epoch 6/8... Discriminator Loss: 0.9130... Generator Loss: 0.9417 Epoch 6/8... Discriminator Loss: 1.4071... Generator Loss: 0.4874 Epoch 6/8... Discriminator Loss: 0.2025... Generator Loss: 6.6559 Epoch 6/8... Discriminator Loss: 0.0523... Generator Loss: 5.7395
Epoch 6/8... Discriminator Loss: 0.2997... Generator Loss: 1.8867 Epoch 6/8... Discriminator Loss: 0.0168... Generator Loss: 9.0428 Epoch 6/8... Discriminator Loss: 0.3288... Generator Loss: 7.6357 Epoch 6/8... Discriminator Loss: 0.5907... Generator Loss: 1.0997 Epoch 6/8... Discriminator Loss: 0.0387... Generator Loss: 7.2699 Epoch 6/8... Discriminator Loss: 0.0745... Generator Loss: 4.3681 Epoch 6/8... Discriminator Loss: 0.3344... Generator Loss: 4.7906 Epoch 6/8... Discriminator Loss: 1.0590... Generator Loss: 0.6803 Epoch 6/8... Discriminator Loss: 1.2569... Generator Loss: 0.4851 Epoch 6/8... Discriminator Loss: 0.7383... Generator Loss: 0.9444
Epoch 6/8... Discriminator Loss: 1.1506... Generator Loss: 0.5016 Epoch 6/8... Discriminator Loss: 1.2333... Generator Loss: 0.6724 Epoch 6/8... Discriminator Loss: 1.6369... Generator Loss: 0.3277 Epoch 6/8... Discriminator Loss: 1.3722... Generator Loss: 0.4421 Epoch 6/8... Discriminator Loss: 1.2853... Generator Loss: 0.5752 Epoch 6/8... Discriminator Loss: 1.0248... Generator Loss: 0.9475 Epoch 6/8... Discriminator Loss: 1.1232... Generator Loss: 0.6442 Epoch 6/8... Discriminator Loss: 1.2208... Generator Loss: 0.5798 Epoch 6/8... Discriminator Loss: 1.6065... Generator Loss: 0.3029 Epoch 6/8... Discriminator Loss: 1.3851... Generator Loss: 0.4029
Epoch 6/8... Discriminator Loss: 1.5768... Generator Loss: 0.3058 Epoch 6/8... Discriminator Loss: 1.2483... Generator Loss: 0.5461 Epoch 6/8... Discriminator Loss: 1.6097... Generator Loss: 0.3752 Epoch 6/8... Discriminator Loss: 1.4354... Generator Loss: 0.5480 Epoch 6/8... Discriminator Loss: 1.4837... Generator Loss: 0.4492 Epoch 6/8... Discriminator Loss: 1.4878... Generator Loss: 0.4369 Epoch 6/8... Discriminator Loss: 1.2600... Generator Loss: 0.6579 Epoch 6/8... Discriminator Loss: 1.6276... Generator Loss: 0.5209 Epoch 6/8... Discriminator Loss: 1.1333... Generator Loss: 0.5810 Epoch 6/8... Discriminator Loss: 1.2062... Generator Loss: 0.6161
Epoch 6/8... Discriminator Loss: 1.3578... Generator Loss: 0.7055 Epoch 6/8... Discriminator Loss: 1.4553... Generator Loss: 0.4335 Epoch 6/8... Discriminator Loss: 1.5884... Generator Loss: 0.3689 Epoch 6/8... Discriminator Loss: 1.3410... Generator Loss: 0.4392 Epoch 6/8... Discriminator Loss: 1.7090... Generator Loss: 0.3518 Epoch 6/8... Discriminator Loss: 1.1791... Generator Loss: 0.6779 Epoch 6/8... Discriminator Loss: 1.0459... Generator Loss: 0.8892 Epoch 6/8... Discriminator Loss: 1.8555... Generator Loss: 1.0074 Epoch 6/8... Discriminator Loss: 1.0991... Generator Loss: 0.7041 Epoch 6/8... Discriminator Loss: 1.3308... Generator Loss: 0.5440
Epoch 6/8... Discriminator Loss: 1.1052... Generator Loss: 0.9487 Epoch 6/8... Discriminator Loss: 1.4793... Generator Loss: 0.5193 Epoch 6/8... Discriminator Loss: 1.1872... Generator Loss: 0.4759 Epoch 6/8... Discriminator Loss: 1.1807... Generator Loss: 0.6663 Epoch 6/8... Discriminator Loss: 1.0928... Generator Loss: 0.8469 Epoch 6/8... Discriminator Loss: 1.2092... Generator Loss: 0.8213 Epoch 6/8... Discriminator Loss: 1.3743... Generator Loss: 0.6046 Epoch 6/8... Discriminator Loss: 1.2556... Generator Loss: 0.5690 Epoch 6/8... Discriminator Loss: 1.3030... Generator Loss: 0.6247 Epoch 6/8... Discriminator Loss: 1.4042... Generator Loss: 0.5481
Epoch 6/8... Discriminator Loss: 1.1766... Generator Loss: 0.7177 Epoch 6/8... Discriminator Loss: 1.4547... Generator Loss: 0.6459 Epoch 6/8... Discriminator Loss: 1.4815... Generator Loss: 0.4085 Epoch 6/8... Discriminator Loss: 1.4249... Generator Loss: 0.4527 Epoch 6/8... Discriminator Loss: 1.3020... Generator Loss: 0.5621 Epoch 6/8... Discriminator Loss: 1.2897... Generator Loss: 0.5192 Epoch 6/8... Discriminator Loss: 1.3616... Generator Loss: 0.4609 Epoch 6/8... Discriminator Loss: 1.2870... Generator Loss: 0.5346 Epoch 6/8... Discriminator Loss: 1.0335... Generator Loss: 1.1518 Epoch 6/8... Discriminator Loss: 1.4096... Generator Loss: 0.6235
Epoch 6/8... Discriminator Loss: 0.9260... Generator Loss: 0.9464 Epoch 6/8... Discriminator Loss: 1.3809... Generator Loss: 0.4614 Epoch 6/8... Discriminator Loss: 1.2925... Generator Loss: 0.5457 Epoch 6/8... Discriminator Loss: 1.0871... Generator Loss: 0.5901 Epoch 6/8... Discriminator Loss: 1.6390... Generator Loss: 0.3686 Epoch 6/8... Discriminator Loss: 1.3711... Generator Loss: 0.5968 Epoch 6/8... Discriminator Loss: 1.7212... Generator Loss: 0.2866 Epoch 6/8... Discriminator Loss: 1.4883... Generator Loss: 0.5423 Epoch 6/8... Discriminator Loss: 1.8711... Generator Loss: 0.3570 Epoch 6/8... Discriminator Loss: 1.1003... Generator Loss: 0.6386
Epoch 6/8... Discriminator Loss: 0.7622... Generator Loss: 1.0170 Epoch 6/8... Discriminator Loss: 1.2923... Generator Loss: 0.4446 Epoch 6/8... Discriminator Loss: 1.6371... Generator Loss: 0.4721 Epoch 6/8... Discriminator Loss: 1.2816... Generator Loss: 0.5885 Epoch 6/8... Discriminator Loss: 0.9722... Generator Loss: 1.2628 Epoch 6/8... Discriminator Loss: 1.3968... Generator Loss: 0.4631 Epoch 6/8... Discriminator Loss: 1.4077... Generator Loss: 0.4356 Epoch 6/8... Discriminator Loss: 0.9036... Generator Loss: 0.9645 Epoch 6/8... Discriminator Loss: 1.4817... Generator Loss: 0.4005 Epoch 6/8... Discriminator Loss: 1.4789... Generator Loss: 0.4844
Epoch 6/8... Discriminator Loss: 1.0667... Generator Loss: 0.6571 Epoch 6/8... Discriminator Loss: 1.0932... Generator Loss: 0.8471 Epoch 6/8... Discriminator Loss: 1.0940... Generator Loss: 0.6098 Epoch 6/8... Discriminator Loss: 1.3072... Generator Loss: 0.4573 Epoch 6/8... Discriminator Loss: 1.0129... Generator Loss: 0.7896 Epoch 6/8... Discriminator Loss: 1.6191... Generator Loss: 0.3625 Epoch 6/8... Discriminator Loss: 1.4561... Generator Loss: 0.5262 Epoch 6/8... Discriminator Loss: 1.5955... Generator Loss: 0.3565 Epoch 6/8... Discriminator Loss: 1.2423... Generator Loss: 0.6963 Epoch 6/8... Discriminator Loss: 0.6393... Generator Loss: 1.1788
Epoch 6/8... Discriminator Loss: 0.9636... Generator Loss: 0.6695 Epoch 6/8... Discriminator Loss: 0.4865... Generator Loss: 1.5338 Epoch 6/8... Discriminator Loss: 0.0374... Generator Loss: 6.3732 Epoch 6/8... Discriminator Loss: 0.0573... Generator Loss: 5.4668 Epoch 6/8... Discriminator Loss: 0.3523... Generator Loss: 1.6804 Epoch 6/8... Discriminator Loss: 0.0586... Generator Loss: 9.0868 Epoch 6/8... Discriminator Loss: 0.0643... Generator Loss: 7.5208 Epoch 6/8... Discriminator Loss: 0.0823... Generator Loss: 4.2054 Epoch 6/8... Discriminator Loss: 0.0061... Generator Loss: 12.2512 Epoch 6/8... Discriminator Loss: 0.0060... Generator Loss: 8.3913
Epoch 6/8... Discriminator Loss: 0.4474... Generator Loss: 1.4759 Epoch 6/8... Discriminator Loss: 0.0300... Generator Loss: 7.6887 Epoch 6/8... Discriminator Loss: 0.0217... Generator Loss: 11.3956 Epoch 6/8... Discriminator Loss: 0.1801... Generator Loss: 2.3709 Epoch 6/8... Discriminator Loss: 0.1520... Generator Loss: 4.4104 Epoch 6/8... Discriminator Loss: 0.1604... Generator Loss: 11.3691 Epoch 6/8... Discriminator Loss: 0.1872... Generator Loss: 2.2883 Epoch 6/8... Discriminator Loss: 0.2566... Generator Loss: 2.2221 Epoch 6/8... Discriminator Loss: 0.1068... Generator Loss: 7.8144 Epoch 6/8... Discriminator Loss: 0.0110... Generator Loss: 12.2628
Epoch 6/8... Discriminator Loss: 0.8916... Generator Loss: 4.8124 Epoch 6/8... Discriminator Loss: 0.8069... Generator Loss: 0.8768 Epoch 6/8... Discriminator Loss: 1.1887... Generator Loss: 0.8891 Epoch 6/8... Discriminator Loss: 0.8304... Generator Loss: 0.8606 Epoch 6/8... Discriminator Loss: 0.7276... Generator Loss: 1.2131 Epoch 6/8... Discriminator Loss: 0.5771... Generator Loss: 1.3851 Epoch 6/8... Discriminator Loss: 0.3972... Generator Loss: 8.5510 Epoch 6/8... Discriminator Loss: 0.0745... Generator Loss: 3.9569 Epoch 6/8... Discriminator Loss: 0.0971... Generator Loss: 3.7972 Epoch 6/8... Discriminator Loss: 0.1329... Generator Loss: 11.1709
Epoch 6/8... Discriminator Loss: 0.1721... Generator Loss: 5.1273 Epoch 6/8... Discriminator Loss: 0.1974... Generator Loss: 2.3516 Epoch 6/8... Discriminator Loss: 0.0127... Generator Loss: 13.7961 Epoch 6/8... Discriminator Loss: 0.0351... Generator Loss: 5.0859 Epoch 6/8... Discriminator Loss: 0.1378... Generator Loss: 11.1524 Epoch 6/8... Discriminator Loss: 0.4870... Generator Loss: 14.7079 Epoch 6/8... Discriminator Loss: 0.6563... Generator Loss: 4.0373 Epoch 6/8... Discriminator Loss: 0.0042... Generator Loss: 7.1929 Epoch 6/8... Discriminator Loss: 0.0340... Generator Loss: 14.6453 Epoch 6/8... Discriminator Loss: 0.0200... Generator Loss: 11.0862
Epoch 6/8... Discriminator Loss: 0.0765... Generator Loss: 11.8403 Epoch 6/8... Discriminator Loss: 0.0246... Generator Loss: 8.6308 Epoch 6/8... Discriminator Loss: 0.0081... Generator Loss: 8.8456 Epoch 6/8... Discriminator Loss: 0.3141... Generator Loss: 2.0407 Epoch 6/8... Discriminator Loss: 1.1605... Generator Loss: 1.6680 Epoch 6/8... Discriminator Loss: 0.0231... Generator Loss: 7.2714 Epoch 6/8... Discriminator Loss: 0.1175... Generator Loss: 7.3781 Epoch 6/8... Discriminator Loss: 0.0160... Generator Loss: 6.0333 Epoch 6/8... Discriminator Loss: 1.5919... Generator Loss: 0.3541 Epoch 6/8... Discriminator Loss: 1.4888... Generator Loss: 0.3809
Epoch 6/8... Discriminator Loss: 1.4688... Generator Loss: 0.3494 Epoch 6/8... Discriminator Loss: 1.1065... Generator Loss: 0.6337 Epoch 6/8... Discriminator Loss: 1.5319... Generator Loss: 0.4468 Epoch 6/8... Discriminator Loss: 0.9210... Generator Loss: 0.7290 Epoch 6/8... Discriminator Loss: 1.3348... Generator Loss: 0.4234 Epoch 6/8... Discriminator Loss: 0.9623... Generator Loss: 0.7905 Epoch 6/8... Discriminator Loss: 0.7826... Generator Loss: 1.1893 Epoch 6/8... Discriminator Loss: 1.0073... Generator Loss: 1.1863 Epoch 6/8... Discriminator Loss: 0.9028... Generator Loss: 0.9856 Epoch 6/8... Discriminator Loss: 0.9921... Generator Loss: 0.7234
Epoch 6/8... Discriminator Loss: 0.9760... Generator Loss: 0.9359 Epoch 6/8... Discriminator Loss: 1.1282... Generator Loss: 0.6097 Epoch 6/8... Discriminator Loss: 1.7128... Generator Loss: 0.4335 Epoch 6/8... Discriminator Loss: 1.2225... Generator Loss: 0.6164 Epoch 6/8... Discriminator Loss: 1.2473... Generator Loss: 0.5587 Epoch 6/8... Discriminator Loss: 1.2824... Generator Loss: 0.6294 Epoch 6/8... Discriminator Loss: 0.7312... Generator Loss: 1.3129 Epoch 6/8... Discriminator Loss: 1.1515... Generator Loss: 0.7814 Epoch 6/8... Discriminator Loss: 1.2680... Generator Loss: 0.5957 Epoch 6/8... Discriminator Loss: 0.9993... Generator Loss: 0.7918
Epoch 6/8... Discriminator Loss: 1.4705... Generator Loss: 0.4182 Epoch 6/8... Discriminator Loss: 1.1879... Generator Loss: 0.6611 Epoch 6/8... Discriminator Loss: 1.1297... Generator Loss: 1.2084 Epoch 6/8... Discriminator Loss: 1.2199... Generator Loss: 0.6195 Epoch 6/8... Discriminator Loss: 1.4973... Generator Loss: 0.4293 Epoch 6/8... Discriminator Loss: 1.1067... Generator Loss: 0.7641 Epoch 6/8... Discriminator Loss: 1.1359... Generator Loss: 0.6827 Epoch 6/8... Discriminator Loss: 1.0055... Generator Loss: 0.7219 Epoch 6/8... Discriminator Loss: 1.2235... Generator Loss: 0.6638 Epoch 6/8... Discriminator Loss: 1.5489... Generator Loss: 0.3455
Epoch 6/8... Discriminator Loss: 0.9655... Generator Loss: 0.7955 Epoch 6/8... Discriminator Loss: 1.1680... Generator Loss: 0.8745 Epoch 6/8... Discriminator Loss: 0.7556... Generator Loss: 1.0908 Epoch 6/8... Discriminator Loss: 1.3029... Generator Loss: 0.4486 Epoch 6/8... Discriminator Loss: 1.4415... Generator Loss: 0.4150 Epoch 6/8... Discriminator Loss: 1.1143... Generator Loss: 1.0501 Epoch 6/8... Discriminator Loss: 1.5109... Generator Loss: 0.3947 Epoch 6/8... Discriminator Loss: 1.2946... Generator Loss: 0.5162 Epoch 6/8... Discriminator Loss: 1.2286... Generator Loss: 0.7926 Epoch 6/8... Discriminator Loss: 1.7267... Generator Loss: 0.3280
Epoch 6/8... Discriminator Loss: 1.6193... Generator Loss: 0.3335 Epoch 6/8... Discriminator Loss: 1.2042... Generator Loss: 0.5644 Epoch 6/8... Discriminator Loss: 1.2311... Generator Loss: 0.5809 Epoch 6/8... Discriminator Loss: 1.5553... Generator Loss: 0.4357 Epoch 6/8... Discriminator Loss: 0.9433... Generator Loss: 0.7943 Epoch 6/8... Discriminator Loss: 1.1735... Generator Loss: 1.1734 Epoch 6/8... Discriminator Loss: 1.2084... Generator Loss: 0.7932 Epoch 6/8... Discriminator Loss: 1.3529... Generator Loss: 1.2858 Epoch 6/8... Discriminator Loss: 1.1232... Generator Loss: 0.6205 Epoch 6/8... Discriminator Loss: 1.3538... Generator Loss: 0.6419
Epoch 6/8... Discriminator Loss: 0.7143... Generator Loss: 1.1226 Epoch 6/8... Discriminator Loss: 1.4848... Generator Loss: 0.4684 Epoch 6/8... Discriminator Loss: 0.8442... Generator Loss: 1.5185 Epoch 6/8... Discriminator Loss: 1.3656... Generator Loss: 0.5989 Epoch 6/8... Discriminator Loss: 1.5125... Generator Loss: 0.3730 Epoch 6/8... Discriminator Loss: 1.3771... Generator Loss: 0.5171 Epoch 6/8... Discriminator Loss: 1.1784... Generator Loss: 0.6865 Epoch 6/8... Discriminator Loss: 1.9617... Generator Loss: 0.2477 Epoch 6/8... Discriminator Loss: 0.8409... Generator Loss: 0.8917 Epoch 6/8... Discriminator Loss: 1.3418... Generator Loss: 0.5434
Epoch 6/8... Discriminator Loss: 1.2586... Generator Loss: 0.5101 Epoch 6/8... Discriminator Loss: 0.8378... Generator Loss: 0.7989 Epoch 6/8... Discriminator Loss: 1.2636... Generator Loss: 0.5184 Epoch 6/8... Discriminator Loss: 0.9531... Generator Loss: 1.0252 Epoch 6/8... Discriminator Loss: 1.1391... Generator Loss: 0.6609 Epoch 6/8... Discriminator Loss: 1.4538... Generator Loss: 0.4729 Epoch 6/8... Discriminator Loss: 1.1599... Generator Loss: 0.7009 Epoch 6/8... Discriminator Loss: 1.0919... Generator Loss: 0.7880 Epoch 6/8... Discriminator Loss: 1.5392... Generator Loss: 0.3797 Epoch 6/8... Discriminator Loss: 0.9997... Generator Loss: 0.8625
Epoch 6/8... Discriminator Loss: 1.1917... Generator Loss: 1.1129 Epoch 6/8... Discriminator Loss: 1.2964... Generator Loss: 0.6202 Epoch 6/8... Discriminator Loss: 1.1466... Generator Loss: 0.5650 Epoch 6/8... Discriminator Loss: 1.4427... Generator Loss: 0.3932 Epoch 6/8... Discriminator Loss: 1.6631... Generator Loss: 0.3402 Epoch 6/8... Discriminator Loss: 0.9098... Generator Loss: 0.8122 Epoch 6/8... Discriminator Loss: 1.1526... Generator Loss: 0.5862 Epoch 6/8... Discriminator Loss: 1.2618... Generator Loss: 0.8084 Epoch 6/8... Discriminator Loss: 1.4026... Generator Loss: 0.4784 Epoch 6/8... Discriminator Loss: 1.2754... Generator Loss: 0.8867
Epoch 6/8... Discriminator Loss: 1.1464... Generator Loss: 0.5849 Epoch 6/8... Discriminator Loss: 1.2951... Generator Loss: 0.4780 Epoch 6/8... Discriminator Loss: 1.4341... Generator Loss: 0.3808 Epoch 6/8... Discriminator Loss: 1.8560... Generator Loss: 0.2603 Epoch 6/8... Discriminator Loss: 1.4728... Generator Loss: 0.3699 Epoch 6/8... Discriminator Loss: 1.1026... Generator Loss: 0.6355 Epoch 6/8... Discriminator Loss: 1.3583... Generator Loss: 0.4944 Epoch 6/8... Discriminator Loss: 1.0412... Generator Loss: 0.8620 Epoch 6/8... Discriminator Loss: 1.2122... Generator Loss: 0.6838 Epoch 6/8... Discriminator Loss: 1.4599... Generator Loss: 0.4643
Epoch 6/8... Discriminator Loss: 1.5597... Generator Loss: 0.5626 Epoch 6/8... Discriminator Loss: 1.1537... Generator Loss: 1.2592 Epoch 6/8... Discriminator Loss: 1.0620... Generator Loss: 1.3262 Epoch 6/8... Discriminator Loss: 0.6942... Generator Loss: 1.2105 Epoch 6/8... Discriminator Loss: 1.3881... Generator Loss: 0.5902 Epoch 6/8... Discriminator Loss: 1.5164... Generator Loss: 0.3442 Epoch 6/8... Discriminator Loss: 1.4982... Generator Loss: 0.3749 Epoch 6/8... Discriminator Loss: 1.0793... Generator Loss: 0.9838 Epoch 6/8... Discriminator Loss: 1.3631... Generator Loss: 0.6286 Epoch 6/8... Discriminator Loss: 1.1796... Generator Loss: 0.7263
Epoch 6/8... Discriminator Loss: 1.8142... Generator Loss: 0.2790 Epoch 6/8... Discriminator Loss: 1.4168... Generator Loss: 1.0362 Epoch 6/8... Discriminator Loss: 1.4328... Generator Loss: 0.5079 Epoch 6/8... Discriminator Loss: 1.2152... Generator Loss: 0.9960 Epoch 6/8... Discriminator Loss: 1.2052... Generator Loss: 0.5859 Epoch 6/8... Discriminator Loss: 1.3808... Generator Loss: 0.4552 Epoch 6/8... Discriminator Loss: 1.4505... Generator Loss: 0.5442 Epoch 6/8... Discriminator Loss: 1.6987... Generator Loss: 0.3458 Epoch 6/8... Discriminator Loss: 1.3791... Generator Loss: 0.4569 Epoch 6/8... Discriminator Loss: 1.3272... Generator Loss: 0.4838
Epoch 6/8... Discriminator Loss: 1.0889... Generator Loss: 0.7325 Epoch 6/8... Discriminator Loss: 1.2365... Generator Loss: 0.5698 Epoch 6/8... Discriminator Loss: 1.3646... Generator Loss: 0.4788 Epoch 6/8... Discriminator Loss: 1.7294... Generator Loss: 0.2872 Epoch 6/8... Discriminator Loss: 1.1858... Generator Loss: 0.7542 Epoch 6/8... Discriminator Loss: 1.3866... Generator Loss: 0.7039 Epoch 6/8... Discriminator Loss: 1.4820... Generator Loss: 0.5479 Epoch 6/8... Discriminator Loss: 1.1327... Generator Loss: 0.9967 Epoch 6/8... Discriminator Loss: 1.8190... Generator Loss: 0.2499 Epoch 6/8... Discriminator Loss: 1.3450... Generator Loss: 0.5577
Epoch 6/8... Discriminator Loss: 1.2899... Generator Loss: 0.5046 Epoch 6/8... Discriminator Loss: 0.9920... Generator Loss: 0.7067 Epoch 6/8... Discriminator Loss: 1.8446... Generator Loss: 0.2486 Epoch 6/8... Discriminator Loss: 1.2802... Generator Loss: 0.6080 Epoch 6/8... Discriminator Loss: 1.0331... Generator Loss: 0.9604 Epoch 6/8... Discriminator Loss: 1.6094... Generator Loss: 0.5875 Epoch 6/8... Discriminator Loss: 1.0555... Generator Loss: 0.8996 Epoch 6/8... Discriminator Loss: 0.7764... Generator Loss: 1.1372 Epoch 6/8... Discriminator Loss: 1.6141... Generator Loss: 0.3744 Epoch 6/8... Discriminator Loss: 1.4363... Generator Loss: 0.4508
Epoch 6/8... Discriminator Loss: 0.7901... Generator Loss: 0.9548 Epoch 6/8... Discriminator Loss: 1.3431... Generator Loss: 0.7174 Epoch 6/8... Discriminator Loss: 1.0082... Generator Loss: 0.9755 Epoch 6/8... Discriminator Loss: 1.4904... Generator Loss: 0.4748 Epoch 6/8... Discriminator Loss: 1.4548... Generator Loss: 0.4261 Epoch 6/8... Discriminator Loss: 1.3183... Generator Loss: 0.4702 Epoch 6/8... Discriminator Loss: 1.4071... Generator Loss: 0.5526 Epoch 6/8... Discriminator Loss: 1.1617... Generator Loss: 0.6698 Epoch 6/8... Discriminator Loss: 1.0576... Generator Loss: 0.7238 Epoch 7/8... Discriminator Loss: 1.0028... Generator Loss: 0.7498
Epoch 7/8... Discriminator Loss: 1.2105... Generator Loss: 0.6797 Epoch 7/8... Discriminator Loss: 1.5066... Generator Loss: 0.3667 Epoch 7/8... Discriminator Loss: 1.1622... Generator Loss: 0.7707 Epoch 7/8... Discriminator Loss: 1.0161... Generator Loss: 0.6639 Epoch 7/8... Discriminator Loss: 1.4322... Generator Loss: 0.4711 Epoch 7/8... Discriminator Loss: 1.4350... Generator Loss: 0.4253 Epoch 7/8... Discriminator Loss: 1.2689... Generator Loss: 0.6525 Epoch 7/8... Discriminator Loss: 1.3699... Generator Loss: 0.5241 Epoch 7/8... Discriminator Loss: 1.6535... Generator Loss: 0.3643 Epoch 7/8... Discriminator Loss: 1.6251... Generator Loss: 0.3119
Epoch 7/8... Discriminator Loss: 1.5520... Generator Loss: 0.5551 Epoch 7/8... Discriminator Loss: 1.2329... Generator Loss: 0.5752 Epoch 7/8... Discriminator Loss: 1.2014... Generator Loss: 0.5886 Epoch 7/8... Discriminator Loss: 1.6310... Generator Loss: 0.2998 Epoch 7/8... Discriminator Loss: 1.5515... Generator Loss: 0.4157 Epoch 7/8... Discriminator Loss: 1.6808... Generator Loss: 0.3200 Epoch 7/8... Discriminator Loss: 1.8547... Generator Loss: 0.3727
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.